From 6e731b10f65ac8b435d59b6ec33d95a1a0a3b11b Mon Sep 17 00:00:00 2001
From: Deploy CI - TarkaLabs <deploy@tarkalabs.com>
Date: Tue, 5 Mar 2024 05:19:14 +0000
Subject: [PATCH] Merge branch 'develop' - c39558f

---
 404.html                                      |   4 +-
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 about/index.html                              |   6 +-
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 ...les.835349f8.css => 0.styles.51422ad2.css} |   2 +-
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 assets/data/404/index.json                    |   2 +-
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 assets/data/develop/index.json                |   2 +-
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 assets/data/services/arvr/index.json          |   2 +-
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 assets/data/services/cto/index.json           |   2 +-
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 assets/data/works/10icommerce/index.json      |   2 +-
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 assets/data/works/cls/index.json              |   2 +-
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 assets/data/works/devops-success/index.json   |   2 +-
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 assets/data/works/docgenai/index.json         |   2 +-
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 assets/data/works/eam360/index.json           |   2 +-
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 assets/data/works/warehousegenai/index.json   |   2 +-
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 .../js/{app.bef4d609.js => app.3f13d6d0.js}   |   2 +-
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 campaign/music-distribution/index.html        |   4 +-
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 career/developer/index.html                   |   4 +-
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 careers/index.html                            |   4 +-
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 contact/index.html                            |   4 +-
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 design/beatclub/index.html                    |   4 +-
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 design/framework-launch-video/index.html      |   4 +-
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 develop/index.html                            |   4 +-
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 develop/web/index.html                        |   4 +-
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 genai/index.html                              |  30 ++++----
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 index.html                                    |   4 +-
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 projects/index.html                           |  72 ++++++++++--------
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 retreat/index.html                            |   4 +-
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 rust/index.html                               |   4 +-
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 services/arvr/index.html                      |   4 +-
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 services/cto/index.html                       |   4 +-
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 startupfest2022/index.html                    |   4 +-
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 talks/index.html                              |   4 +-
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 works/10icommerce/index.html                  |   4 +-
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 works/aisle/index.html                        |   4 +-
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 works/caratlane/index.html                    |   4 +-
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 works/cls/index.html                          |   4 +-
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 313 files changed, 204 insertions(+), 196 deletions(-)
 rename assets/css/{0.styles.835349f8.css => 0.styles.51422ad2.css} (98%)
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 rename assets/js/{app.bef4d609.js => app.3f13d6d0.js} (99%)
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diff --git a/404.html b/404.html
index 4f062394..84f9c657 100644
--- a/404.html
+++ b/404.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html data-html-server-rendered="true" lang="en" data-vue-tag="%7B%22lang%22:%7B%22ssr%22:%22en%22%7D%7D">
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-    <title>Tarka Labs - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--404-vue.c831dc48.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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@@ -23,6 +23,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
   
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-    <title>About Us - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><meta data-vue-tag="ssr" property="og:image" content="https://tarkalabs.com/images/og_image_1200x627.png"><meta data-vue-tag="ssr" property="og:image:height" content="627"><meta data-vue-tag="ssr" property="og:image:width" content="1200"><meta data-vue-tag="ssr" property="og:title" content="About Us · Our Vision, Team &amp; Work Culture · Tarka Labs"><meta data-vue-tag="ssr" property="og:description" content="Meet the minds that make up our tight knit collective at Tarka Labs. Here are some insights on who we are, how we think, and what we’re building."><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--about-vue.d75b23de.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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diff --git a/assets/css/0.styles.835349f8.css b/assets/css/0.styles.51422ad2.css
similarity index 98%
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rename to assets/css/0.styles.51422ad2.css
index e84663b9..4cd6c7d7 100644
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GIT binary patch
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index c24dc302..f8147c73 100644
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diff --git a/assets/data/careers/index.json b/assets/data/careers/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/careers/index.json
+++ b/assets/data/careers/index.json
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diff --git a/assets/data/careers/index.json.br b/assets/data/careers/index.json.br
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GIT binary patch
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diff --git a/assets/data/careers/index.json.gz b/assets/data/careers/index.json.gz
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GIT binary patch
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diff --git a/assets/data/contact/index.json b/assets/data/contact/index.json
index 291b8cba..d86cdda2 100644
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GIT binary patch
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diff --git a/assets/data/contact/index.json.gz b/assets/data/contact/index.json.gz
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GIT binary patch
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diff --git a/assets/data/design/beatclub/index.json b/assets/data/design/beatclub/index.json
index cc9bce51..0677d9a5 100644
--- a/assets/data/design/beatclub/index.json
+++ b/assets/data/design/beatclub/index.json
@@ -1 +1 @@
-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"de2f2c5e099f4693a72f8552fd2374c5","title":"Beatclub","clientId":22,"bannerHeading":"","bannerText":"Changing the way music is made.","bannerVideo":"","blurb":"Timbaland and his team contacted Tarka Labs with a vision for a next-generation music discovery, collaboration, and licensing platform for artists & producers. In the months that followed, we collaborated with them to transform their idea into an efficient and elegant tool.","servicesOffered":"Art direction / Web design / Information architecture / Prototyping","builtFor":"Desktop, Mobile","tech":"figma, figma tokens, after effects, illustrator, photoshop","content":"<h1 id=\"background\"><a href=\"#background\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Background</h1>\n<h2 id=\"standing-out-in-the-music-biz\"><a href=\"#standing-out-in-the-music-biz\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Standing out in the music biz</h2>\n<p>Breaking into the mainstream music world is incredibly difficult, especially given the proliferation in recent years of so called “bedroom producers” — artists making music on their laptops at home. Labels are constantly on the lookout for new artists to sign, but also material that they can use for the big artists they’re already working with. This pipeline has historically been fractured and inefficient, with no good way for smaller artists to get noticed, or for Artist &#x26; Repertoire (A&#x26;R) teams to find them. Enter Beatclub.</p>\n<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"connecting-the-dots\"><a href=\"#connecting-the-dots\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Connecting the dots</h2>\n<p>Timbaland and his team came to us with a vision: Build a platform to connect not only the world’s beatmakers &#x26; bedroom producers with major labels, but also to give artists of all kinds powerful tools to collaborate and license their music.</p>\n<h1 id=\"exploration\"><a href=\"#exploration\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Exploration</h1>\n<h2 id=\"finding-the-right-beat\"><a href=\"#finding-the-right-beat\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Finding the right beat</h2>\n<p>There are times when you need to start vibing before you start thinking. We got straight into finding the right look and feel, starting with the heart of the platform for exploration – Home – where we knew all the information and actions were going to converge.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/727101014?h=b119fe5462&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"></iframe>\n</div>\n<h1 id=\"building-blocks\"><a href=\"#building-blocks\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Building blocks</h1>\n<h2 id=\"a-future-proof-plan\"><a href=\"#a-future-proof-plan\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>A future-proof plan</h2>\n<p>Once we had a visual direction it was time to chart out the core building blocks. The system had to be modular in order to ensure future growth potential and scalability. Unlike building a house, a digital product requires simultaneous design of functionality and its supporting building blocks. By revisiting this process throughout the course of the project, we ended up with a robust, scalable design system expressed in a consistent visual language.</p>\n<div class=\"col center eql\">\n  <div class=\"stack\">\n    <img src=\"/beatclub/icons.png\" loading=\"lazy\"/>\n    <img src=\"/beatclub/misc components.png\" loading=\"lazy\"/>\n  </div>\n  <div class=\"stack\">\n    <img src=\"/beatclub/rows.png\" loading=\"lazy\"/>\n    <img src=\"/beatclub/cards n stuff.png\" loading=\"lazy\"/>\n  </div>\n</div>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<h2 id=\"play-time\"><a href=\"#play-time\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Play time</h2>\n<p>Through the course of many conversations, the Beatclub music player emerged as a central defining feature of the experience. It needed to evolve beyond a simple listening tool, packing features to help producers screen, save, annotate, and build upon existing tracks. A few key features are:</p>\n<div class=\"scroll\">\n  <div class=\"col eql\">\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/726195384?h=a7bb658a7e&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Player waveform - mobile\"></iframe>\n      </div>\n      <h3>Listening with your eyes</h3>\n      <p>An audio waveform provides a visual way to assess the landscape of the track even before it starts playing. This helps listeners judge where key moments like intros or drops begin and end.</p>\n    </div>\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/726196004?h=e84abf8a21&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Section markers\"></iframe>\n      </div>\n      <h3>Following the signs</h3>\n      <p>Tracks can be marked by their creators with different sections like chorus, hook, and bridge. Listeners can skip to these markers, or set their player to always start from a certain point, letting them quickly scan through material.</p>\n    </div>\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460094?h=4c44baf681&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"BPM control\"></iframe>\n      </div>\n      <h3>Choosing your speed</h3>\n      <p>Producers think about pace in terms of BPM (beats per minute). Changing BPM is a common sampling technique since it can change the energy or feel of a track. Being able to preview BPM changes can help producers evaluate if a certain track or sample will work for what they have in mind.</p>\n    </div>\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/726196930?h=a6a0b7be85&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Save clip\"></iframe>\n      </div>\n      <h3>Snip snip</h3>\n      <p>The clip tool allows users to save a specific portion of a track, or quickly set up a loop to jam along with if something catches their ear.</p>\n    </div>\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460503?h=e405fcb36b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Voice recording\"></iframe>\n      </div>\n      <h3>Inspiration waits for no one</h3>\n      <p>A built-in multi-track recorder allows artists to go from idea to demo in record time. This surprisingly powerful tool is essentially a mini audio workstation in your pocket, complete with effects and    arrangement capabilities.</p>\n    </div>\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460014?h=fec2efc0b0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Add note\"></iframe>\n      </div>\n      <h3>Take note</h3>\n      <p>Notes allow users to jot down their thoughts on a track as they come. Slide the note along the track timeline to save it at a specific timestamp.</p>\n    </div>\n  </div>\n</div>\n<div class=\"col eql\">\n  <div>\n    <div class=\"iframe-container portrait\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/726196930?h=a6a0b7be85&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Save clip\"></iframe>\n    </div>\n    <h3>Snip snip</h3>\n    <p>The clip tool allows users to save a specific portion of a track, or quickly set up a loop to jam along with if something catches their ear.</p>\n  </div>\n  <div>\n    <div class=\"iframe-container portrait\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460503?h=e405fcb36b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Voice recording\"></iframe>\n    </div>\n    <h3>Inspiration waits for no one</h3>\n    <p>A built-in multi-track recorder allows artists to go from idea to demo in record time. This surprisingly powerful tool is essentially a mini audio workstation in your pocket, complete with effects and    arrangement capabilities.</p>\n  </div>\n  <div>\n    <div class=\"iframe-container portrait\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460014?h=fec2efc0b0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Add note\"></iframe>\n    </div>\n    <h3>Take note</h3>\n    <p>Notes allow users to jot down their thoughts on a track as they come. Slide the note along the track timeline to save it at a specific timestamp.</p>\n  </div>\n</div>\n<h2 id=\"getting-around\"><a href=\"#getting-around\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Getting around</h2>\n<p>When it comes to navigation, consistency is key. We divided most layouts into three common sections: primary navigation to the left, user content to the right, search, filter and page content in a large central area.</p>\n<h3 id=\"the-search-silo-problem\"><a href=\"#the-search-silo-problem\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The search silo problem</h3>\n<p>A common problem that we see in some platforms is the search silo. When you enter a search term, you’re sent to a bespoke search results page that’s disconnected from the rest of the platform. If you want to refine your search, you have to start again with a new search. Fortunately, there’s a solution.</p>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container portrait\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460395?h=43b746fadc&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Search and filter\"></iframe>\n    </div>\n  </div>\n  <div>\n    <h3>Search, meet filter</h3>\n    <p>We like to take an approach where search terms are treated as simply another type of filter. The active filters area suggests common filters based on what the user has already selected. The search box will  suggest known filter types when possible, or will convert a search term into a generic filter chip if not. This lets users mix and match search and filter to refine their results as they go, or go in another direction completely. It also allows us to avoid crafting one-off search results pages for each type of content, saving development effort and everyone’s sanity along the way.</p>\n  </div>\n</div>\n<h2 id=\"on-your-desk--in-your-pocket\"><a href=\"#on-your-desk--in-your-pocket\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>On your desk &#x26; in your pocket</h2>\n<p>A modular, component-based approach helps encapsulate responsive behavior within the core building blocks. That means when it comes to designing for mobile, half the battle is already won. The other half is adapting the navigation to suit the mobile form factor.</p>\n<div class=\"media-block\">\n<figure>\n  <img src=\"/beatclub/nesting.png\" loading=\"lazy\">\n</figure>\n<figure>\n  <img src=\"/beatclub/track-row.png\" loading=\"lazy\">\n</figure>\n<div>\n  <div class=\"iframe-container\">\n    <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460125?h=6addc7a07b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Navigation - desktop\"></iframe>\n  </div>\n  <div class=\"iframe-container portrait\">\n    <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460233?h=57cfd2c46c&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Navigation - mobile\"></iframe>\n  </div>\n</div>\n</div>\n<h2 id=\"forms-that-dont-suck\"><a href=\"#forms-that-dont-suck\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Forms that don’t suck</h2>\n<p>If a platform needs a lot of content to be successful, getting it on there better be easy. Good forms should accomplish two things: They should be easy for first time users, and fast for repeat users. The result? A streamlined process that respects users' time and energy.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981209?h=e8d524f8dd&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"File upload\"></iframe>\n</div>\n<h3 id=\"drag-it-all-in\"><a href=\"#drag-it-all-in\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Drag it all in</h3>\n<p>We started by designing an upload queue where users can dump their files all at once. An intuitive progress tracker gives a birds-eye view of what’s left to do.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981149?h=88cfb637da&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Batch actions\"></iframe>\n</div>\n<h3 id=\"complexity-only-when-you-need-it\"><a href=\"#complexity-only-when-you-need-it\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Complexity, only when you need it</h3>\n<p>Batch controls mean experienced users can upload large sound libraries and multiple tracks, then fly through processing them. Expandable option groups keep a minimal footprint until needed.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981276?h=aa8d75d41d&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Form sections\"></iframe>\n</div>\n<h3 id=\"sections\"><a href=\"#sections\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Sections</h3>\n<p>The upload process is broken into clear sections that users can jump between with a click if needed. Progress is always saved automatically, with a summary of each completed section appearing when it’s collapsed.</p>\n<h2 id=\"an-opportunity-presents-itself\"><a href=\"#an-opportunity-presents-itself\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>An opportunity presents itself</h2>\n<p>The connection between label A&#x26;R teams and the vast untapped resource of bedroom producers has always been tenuous at best. Even when A&#x26;R teams can get music submissions, they don’t have good tools to manage and sort through them. To solve this problem, we created a first-class experience to connect the two.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981347?h=616d75d462&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Opportunities upload\"></iframe>\n</div>\n<h3 id=\"crafting-a-vip-experience\"><a href=\"#crafting-a-vip-experience\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Crafting a VIP experience</h3>\n<p>Every producer on Beatclub has the chance to get a VIP invitation to the opportunities portal where they can submit work for consideration by labels representing major artists. It’s a perfect scouting tool for the labels, and an amazing opportunity for producers to get writing or production credits for top-level artists, and real compensation for their work.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981397?h=fade2280cb&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Sorting\"></iframe>\n</div>\n<h3 id=\"sorting-at-the-speed-of-sound\"><a href=\"#sorting-at-the-speed-of-sound\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Sorting at the speed of sound</h3>\n<p>For A&#x26;R teams, getting submissions is half of the equation. Sorting through them is a different story. We built team functionality for labels that lets them invite members and set permissions. Team members with access can review submissions in a collaborative and open way that keeps everyone up to date, team and artist alike. When a piece of music is chosen, licensing can be finalized directly on the platform. Mutual access between new talent and labels has never been this easy.</p>\n<h2 id=\"beatclub-pro\"><a href=\"#beatclub-pro\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Beatclub Pro</h2>\n<p>Every free-to-use platform faces the inevitable question: What does our premium tier look like? We wanted to take advantage of the nature of the platform to create a premium experience that would be engaging and rewarding to buyers: Beatclub Pro.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981429?h=d73093889a&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Subscriber drop\"></iframe>\n</div>\n<h3 id=\"subscriber-drop\"><a href=\"#subscriber-drop\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Subscriber drop</h3>\n<p>The first component of the Pro subscription is the Subscriber drop. Every month the Beatclub team collects three exclusive beats and one soundpack from top producers and posts it to the subscriber drop page. Subscribers can choose to redeem one item from the list as part of their membership.</p>\n<h3 id=\"track-challenge\"><a href=\"#track-challenge\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Track challenge</h3>\n<p>This is where things get fun. Subscribers get to upload their work as part of the monthly challenge. When judging closes for the month, the winning tracks are featured on the home page. Here’s the best part: the submissions are available for sale to be licensed and used elsewhere. By taking advantage of the marketplace framework already in place, Beatclub Pro creates a virtuous cycle where exclusive access and recognition aren’t the only things up for grabs.</p>\n<h2 id=\"notable-mentions\"><a href=\"#notable-mentions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Notable mentions</h2>\n<h3 id=\"messaging\"><a href=\"#messaging\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Messaging</h3>\n<p>Task and app-switching consumes untold hours of time daily. Since user-to-user messaging was already a requirement for the platform, we extended the feature to include group messages. Ideal for A&#x26;R teams who spend their day on the platform anyway, and who want to take full advantage of the built-in sharing tools. Groups aren’t just for work though, they also allow platforms to foster community within their user base.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981305?h=b3b0cb00d1&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" width=\"3688\" height=\"2304\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Live feed\"></iframe>\n</div>\n<h3 id=\"live-feed\"><a href=\"#live-feed\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Live feed</h3>\n<p>Let’s face it — analytics are cool, but they can also be pretty dry. In an effort to create a positive feedback loop for new and veteran users alike, we designed the live feed panel. This lets users see engagement with their content in real time, letting them feel the action happening on their profile, and encouraging them to grow their music hustle further.</p>\n","type":"design","allowSearchEngineIndexing":true},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}}]}},"context":{}}
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+{"hash":"84515f0f4d4ac3937a680eb1b2141452079720f3","data":{"caseStudy":{"id":"de2f2c5e099f4693a72f8552fd2374c5","title":"Beatclub","clientId":22,"bannerHeading":"","bannerText":"Changing the way music is made.","bannerVideo":"","blurb":"Timbaland and his team contacted Tarka Labs with a vision for a next-generation music discovery, collaboration, and licensing platform for artists & producers. In the months that followed, we collaborated with them to transform their idea into an efficient and elegant tool.","servicesOffered":"Art direction / Web design / Information architecture / Prototyping","builtFor":"Desktop, Mobile","tech":"figma, figma tokens, after effects, illustrator, photoshop","content":"<h1 id=\"background\"><a href=\"#background\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Background</h1>\n<h2 id=\"standing-out-in-the-music-biz\"><a href=\"#standing-out-in-the-music-biz\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Standing out in the music biz</h2>\n<p>Breaking into the mainstream music world is incredibly difficult, especially given the proliferation in recent years of so called “bedroom producers” — artists making music on their laptops at home. Labels are constantly on the lookout for new artists to sign, but also material that they can use for the big artists they’re already working with. This pipeline has historically been fractured and inefficient, with no good way for smaller artists to get noticed, or for Artist &#x26; Repertoire (A&#x26;R) teams to find them. Enter Beatclub.</p>\n<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"connecting-the-dots\"><a href=\"#connecting-the-dots\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Connecting the dots</h2>\n<p>Timbaland and his team came to us with a vision: Build a platform to connect not only the world’s beatmakers &#x26; bedroom producers with major labels, but also to give artists of all kinds powerful tools to collaborate and license their music.</p>\n<h1 id=\"exploration\"><a href=\"#exploration\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Exploration</h1>\n<h2 id=\"finding-the-right-beat\"><a href=\"#finding-the-right-beat\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Finding the right beat</h2>\n<p>There are times when you need to start vibing before you start thinking. We got straight into finding the right look and feel, starting with the heart of the platform for exploration – Home – where we knew all the information and actions were going to converge.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/727101014?h=b119fe5462&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"></iframe>\n</div>\n<h1 id=\"building-blocks\"><a href=\"#building-blocks\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Building blocks</h1>\n<h2 id=\"a-future-proof-plan\"><a href=\"#a-future-proof-plan\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>A future-proof plan</h2>\n<p>Once we had a visual direction it was time to chart out the core building blocks. The system had to be modular in order to ensure future growth potential and scalability. Unlike building a house, a digital product requires simultaneous design of functionality and its supporting building blocks. By revisiting this process throughout the course of the project, we ended up with a robust, scalable design system expressed in a consistent visual language.</p>\n<div class=\"col center eql\">\n  <div class=\"stack\">\n    <img src=\"/beatclub/icons.png\" loading=\"lazy\"/>\n    <img src=\"/beatclub/misc components.png\" loading=\"lazy\"/>\n  </div>\n  <div class=\"stack\">\n    <img src=\"/beatclub/rows.png\" loading=\"lazy\"/>\n    <img src=\"/beatclub/cards n stuff.png\" loading=\"lazy\"/>\n  </div>\n</div>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<h2 id=\"play-time\"><a href=\"#play-time\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Play time</h2>\n<p>Through the course of many conversations, the Beatclub music player emerged as a central defining feature of the experience. It needed to evolve beyond a simple listening tool, packing features to help producers screen, save, annotate, and build upon existing tracks. A few key features are:</p>\n<div class=\"scroll\">\n  <div class=\"col eql\">\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/726195384?h=a7bb658a7e&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Player waveform - mobile\"></iframe>\n      </div>\n      <h3>Listening with your eyes</h3>\n      <p>An audio waveform provides a visual way to assess the landscape of the track even before it starts playing. This helps listeners judge where key moments like intros or drops begin and end.</p>\n    </div>\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/726196004?h=e84abf8a21&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Section markers\"></iframe>\n      </div>\n      <h3>Following the signs</h3>\n      <p>Tracks can be marked by their creators with different sections like chorus, hook, and bridge. Listeners can skip to these markers, or set their player to always start from a certain point, letting them quickly scan through material.</p>\n    </div>\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460094?h=4c44baf681&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"BPM control\"></iframe>\n      </div>\n      <h3>Choosing your speed</h3>\n      <p>Producers think about pace in terms of BPM (beats per minute). Changing BPM is a common sampling technique since it can change the energy or feel of a track. Being able to preview BPM changes can help producers evaluate if a certain track or sample will work for what they have in mind.</p>\n    </div>\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/726196930?h=a6a0b7be85&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Save clip\"></iframe>\n      </div>\n      <h3>Snip snip</h3>\n      <p>The clip tool allows users to save a specific portion of a track, or quickly set up a loop to jam along with if something catches their ear.</p>\n    </div>\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460503?h=e405fcb36b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Voice recording\"></iframe>\n      </div>\n      <h3>Inspiration waits for no one</h3>\n      <p>A built-in multi-track recorder allows artists to go from idea to demo in record time. This surprisingly powerful tool is essentially a mini audio workstation in your pocket, complete with effects and    arrangement capabilities.</p>\n    </div>\n    <div>\n      <div class=\"iframe-container portrait\">\n        <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460014?h=fec2efc0b0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Add note\"></iframe>\n      </div>\n      <h3>Take note</h3>\n      <p>Notes allow users to jot down their thoughts on a track as they come. Slide the note along the track timeline to save it at a specific timestamp.</p>\n    </div>\n  </div>\n</div>\n<div class=\"col eql\">\n  <div>\n    <div class=\"iframe-container portrait\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/726196930?h=a6a0b7be85&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Save clip\"></iframe>\n    </div>\n    <h3>Snip snip</h3>\n    <p>The clip tool allows users to save a specific portion of a track, or quickly set up a loop to jam along with if something catches their ear.</p>\n  </div>\n  <div>\n    <div class=\"iframe-container portrait\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460503?h=e405fcb36b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Voice recording\"></iframe>\n    </div>\n    <h3>Inspiration waits for no one</h3>\n    <p>A built-in multi-track recorder allows artists to go from idea to demo in record time. This surprisingly powerful tool is essentially a mini audio workstation in your pocket, complete with effects and    arrangement capabilities.</p>\n  </div>\n  <div>\n    <div class=\"iframe-container portrait\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460014?h=fec2efc0b0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Add note\"></iframe>\n    </div>\n    <h3>Take note</h3>\n    <p>Notes allow users to jot down their thoughts on a track as they come. Slide the note along the track timeline to save it at a specific timestamp.</p>\n  </div>\n</div>\n<h2 id=\"getting-around\"><a href=\"#getting-around\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Getting around</h2>\n<p>When it comes to navigation, consistency is key. We divided most layouts into three common sections: primary navigation to the left, user content to the right, search, filter and page content in a large central area.</p>\n<h3 id=\"the-search-silo-problem\"><a href=\"#the-search-silo-problem\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The search silo problem</h3>\n<p>A common problem that we see in some platforms is the search silo. When you enter a search term, you’re sent to a bespoke search results page that’s disconnected from the rest of the platform. If you want to refine your search, you have to start again with a new search. Fortunately, there’s a solution.</p>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container portrait\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460395?h=43b746fadc&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Search and filter\"></iframe>\n    </div>\n  </div>\n  <div>\n    <h3>Search, meet filter</h3>\n    <p>We like to take an approach where search terms are treated as simply another type of filter. The active filters area suggests common filters based on what the user has already selected. The search box will  suggest known filter types when possible, or will convert a search term into a generic filter chip if not. This lets users mix and match search and filter to refine their results as they go, or go in another direction completely. It also allows us to avoid crafting one-off search results pages for each type of content, saving development effort and everyone’s sanity along the way.</p>\n  </div>\n</div>\n<h2 id=\"on-your-desk--in-your-pocket\"><a href=\"#on-your-desk--in-your-pocket\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>On your desk &#x26; in your pocket</h2>\n<p>A modular, component-based approach helps encapsulate responsive behavior within the core building blocks. That means when it comes to designing for mobile, half the battle is already won. The other half is adapting the navigation to suit the mobile form factor.</p>\n<div class=\"media-block\">\n<figure>\n  <img src=\"/beatclub/nesting.png\" loading=\"lazy\">\n</figure>\n<figure>\n  <img src=\"/beatclub/track-row.png\" loading=\"lazy\">\n</figure>\n<div>\n  <div class=\"iframe-container\">\n    <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460125?h=6addc7a07b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Navigation - desktop\"></iframe>\n  </div>\n  <div class=\"iframe-container portrait\">\n    <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727460233?h=57cfd2c46c&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Navigation - mobile\"></iframe>\n  </div>\n</div>\n</div>\n<h2 id=\"forms-that-dont-suck\"><a href=\"#forms-that-dont-suck\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Forms that don’t suck</h2>\n<p>If a platform needs a lot of content to be successful, getting it on there better be easy. Good forms should accomplish two things: They should be easy for first time users, and fast for repeat users. The result? A streamlined process that respects users' time and energy.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981209?h=e8d524f8dd&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"File upload\"></iframe>\n</div>\n<h3 id=\"drag-it-all-in\"><a href=\"#drag-it-all-in\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Drag it all in</h3>\n<p>We started by designing an upload queue where users can dump their files all at once. An intuitive progress tracker gives a birds-eye view of what’s left to do.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981149?h=88cfb637da&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Batch actions\"></iframe>\n</div>\n<h3 id=\"complexity-only-when-you-need-it\"><a href=\"#complexity-only-when-you-need-it\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Complexity, only when you need it</h3>\n<p>Batch controls mean experienced users can upload large sound libraries and multiple tracks, then fly through processing them. Expandable option groups keep a minimal footprint until needed.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981276?h=aa8d75d41d&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Form sections\"></iframe>\n</div>\n<h3 id=\"sections\"><a href=\"#sections\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Sections</h3>\n<p>The upload process is broken into clear sections that users can jump between with a click if needed. Progress is always saved automatically, with a summary of each completed section appearing when it’s collapsed.</p>\n<h2 id=\"an-opportunity-presents-itself\"><a href=\"#an-opportunity-presents-itself\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>An opportunity presents itself</h2>\n<p>The connection between label A&#x26;R teams and the vast untapped resource of bedroom producers has always been tenuous at best. Even when A&#x26;R teams can get music submissions, they don’t have good tools to manage and sort through them. To solve this problem, we created a first-class experience to connect the two.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981347?h=616d75d462&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Opportunities upload\"></iframe>\n</div>\n<h3 id=\"crafting-a-vip-experience\"><a href=\"#crafting-a-vip-experience\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Crafting a VIP experience</h3>\n<p>Every producer on Beatclub has the chance to get a VIP invitation to the opportunities portal where they can submit work for consideration by labels representing major artists. It’s a perfect scouting tool for the labels, and an amazing opportunity for producers to get writing or production credits for top-level artists, and real compensation for their work.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981397?h=fade2280cb&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Sorting\"></iframe>\n</div>\n<h3 id=\"sorting-at-the-speed-of-sound\"><a href=\"#sorting-at-the-speed-of-sound\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Sorting at the speed of sound</h3>\n<p>For A&#x26;R teams, getting submissions is half of the equation. Sorting through them is a different story. We built team functionality for labels that lets them invite members and set permissions. Team members with access can review submissions in a collaborative and open way that keeps everyone up to date, team and artist alike. When a piece of music is chosen, licensing can be finalized directly on the platform. Mutual access between new talent and labels has never been this easy.</p>\n<h2 id=\"beatclub-pro\"><a href=\"#beatclub-pro\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Beatclub Pro</h2>\n<p>Every free-to-use platform faces the inevitable question: What does our premium tier look like? We wanted to take advantage of the nature of the platform to create a premium experience that would be engaging and rewarding to buyers: Beatclub Pro.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981429?h=d73093889a&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Subscriber drop\"></iframe>\n</div>\n<h3 id=\"subscriber-drop\"><a href=\"#subscriber-drop\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Subscriber drop</h3>\n<p>The first component of the Pro subscription is the Subscriber drop. Every month the Beatclub team collects three exclusive beats and one soundpack from top producers and posts it to the subscriber drop page. Subscribers can choose to redeem one item from the list as part of their membership.</p>\n<h3 id=\"track-challenge\"><a href=\"#track-challenge\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Track challenge</h3>\n<p>This is where things get fun. Subscribers get to upload their work as part of the monthly challenge. When judging closes for the month, the winning tracks are featured on the home page. Here’s the best part: the submissions are available for sale to be licensed and used elsewhere. By taking advantage of the marketplace framework already in place, Beatclub Pro creates a virtuous cycle where exclusive access and recognition aren’t the only things up for grabs.</p>\n<h2 id=\"notable-mentions\"><a href=\"#notable-mentions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Notable mentions</h2>\n<h3 id=\"messaging\"><a href=\"#messaging\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Messaging</h3>\n<p>Task and app-switching consumes untold hours of time daily. Since user-to-user messaging was already a requirement for the platform, we extended the feature to include group messages. Ideal for A&#x26;R teams who spend their day on the platform anyway, and who want to take full advantage of the built-in sharing tools. Groups aren’t just for work though, they also allow platforms to foster community within their user base.</p>\n<div class=\"iframe-container\">\n  <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/727981305?h=b3b0cb00d1&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" width=\"3688\" height=\"2304\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Live feed\"></iframe>\n</div>\n<h3 id=\"live-feed\"><a href=\"#live-feed\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Live feed</h3>\n<p>Let’s face it — analytics are cool, but they can also be pretty dry. In an effort to create a positive feedback loop for new and veteran users alike, we designed the live feed panel. This lets users see engagement with their content in real time, letting them feel the action happening on their profile, and encouraging them to grow their music hustle further.</p>\n","type":"design","allowSearchEngineIndexing":true},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}}]}},"context":{}}
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diff --git a/assets/data/design/beatclub/index.json.gz b/assets/data/design/beatclub/index.json.gz
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GIT binary patch
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diff --git a/assets/data/design/framework-launch-video/index.json b/assets/data/design/framework-launch-video/index.json
index 0ce24e4e..aff36507 100644
--- a/assets/data/design/framework-launch-video/index.json
+++ b/assets/data/design/framework-launch-video/index.json
@@ -1 +1 @@
-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"e9f5e6f6a376d4d8b9a48640ba8a7b9b","title":"Framework","clientId":26,"bannerHeading":"","bannerText":"Animating the essence of Framework Laptop 16","bannerVideo":"framework-lv-cover.mp4","blurb":"The Framework Laptop 16 is all set to revolutionize the category with an open system that allows anyone to build and swap modules easily, providing complete flexibility and sustainability in upgrading or repairing components. Our challenge was to showcase the simplicity of module swapping and highlight the endless possibilities it offers to users.","servicesOffered":"Art direction / Animation / Design","builtFor":"","tech":"blender, figma, after effects, illustrator","content":"<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/817258577?h=76b3099e27&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"></iframe>\n</div>\n<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<p>For the launch event, our team was tasked with creating an animation that would be displayed on a loop in the gallery, alongside the in-house modules and prototypes.</p>\n<h1 id=\"the-look\"><a href=\"#the-look\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The look</h1>\n<p>With a working title of 'Dream Modules', our goal was to present Framework's potential in helping people and organizations truly build their own custom modules with limitless possibilities.</p>\n<p>To achieve this goal, we decided to avoid creating realistic renders that would limit the viewer's imagination and suggest a fixed, predetermined outcome. Instead, we decided to give the animation an illustrative and magical quality. This approach allowed us to convey the technical aspects of the laptop's modular design in a clear and accessible way, while also leaving ample room for viewers to visualize their own unique module ideas.</p>\n<div class=\"col center eql\">\n  <div class=\"stack\">\n    <div class=\"iframe-container square\">\n        <iframe src=\"https://player.vimeo.com/video/817315163?h=1478fd03af&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"></iframe>\n    </div>\n  </div>\n  <div class=\"stack\">\n    <img src=\"/framework-launch-video/fw-look-2@2x.png\" loading=\"lazy\"/>\n    </div>\n  </div>\n</div>\n<h1 id=\"animation\"><a href=\"#animation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Animation</h1>\n<h2 id=\"centralising-the-animation\"><a href=\"#centralising-the-animation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Centralising the animation</h2>\n<p>The input panel on the Framework Laptop 16 is designed with two rows – top and bottom, each capable of accommodating three sizes of modules. Each row has its own insertion and release mechanisms. While all modules within a row use one mechanism, we needed to maintain this consistency with 15 unique modules while making the system adaptable through revisions. To achieve this, we developed a base animation for the insertion and release mechanisms using Blender. We stored these animations as actions and utilized the Non-Linear Animation (NLA) editor to structure and apply the animations to multiple objects centrally.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/817305001?h=6c603a33d3&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"></iframe>\n</div>\n<h2 id=\"procedural-visualisations\"><a href=\"#procedural-visualisations\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Procedural visualisations</h2>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container square\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/817261324?h=25dec3e703&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Display animation\"></iframe>\n    </div>\n  </div>\n  <div>\n    <h3>Display animation</h3>\n    <p>To maintain a sense of continuity throughout the animation loop, we designed a display visualisation that spanned the video. Using Blender nodes allowed us to exercise complete control over the animation's speed, length, and visual aspects. For this purpose, we utilized a wave texture with black and white color that was run through the display object. By linking the wave's phase with the animation time and running a color spectrum through the white of the wave, we were able to create the fluid motion seen here.</p>\n  </div>\n</div>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container square\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/817290113?h=dfeb1fc16a&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"RGB Keyboard\"></iframe>\n    </div>\n  </div>\n  <div>\n    <h3>RGB Keyboard</h3>\n    <p>Following the path we took for the display animation, we took a similar approach for the RGB colors at the back of the keys. Instead of running the color spectrum through the white of the wave, we directly applied it to the shape of the wave to achieve the fast-changing RGB colors. This technique ensured that the keyboard animation remained consistent with the display animation.</p>\n  </div>\n</div>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container square\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/817292202?h=1ed0b40799&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"LED Matrix\"></iframe>\n    </div>\n  </div>\n  <div>\n    <h3>LED Matrix</h3>\n    <p>We created the 2D graphics for the LED matrix outside of blender and ran our wave visualisation through the white dots of the matrix, while the graphics texture ran a marquee loop.</p>\n  </div>\n</div>\n<h1 id=\"the-event\"><a href=\"#the-event\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The event</h1>\n<p>A still from the Framework event on March 2023.</p>\n<div class=\"col center eql\">\n    <img src=\"/framework-launch-video/fw-event-2023.png\" loading=\"lazy\"/> \n</div>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/817258577?h=76b3099e27\" frameborder=\"0\" allow=\"autoplay; fullscreen\" allowfullscreen></iframe>\n</div>\n","type":"design","allowSearchEngineIndexing":true},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}}]}},"context":{}}
\ No newline at end of file
+{"hash":"84515f0f4d4ac3937a680eb1b2141452079720f3","data":{"caseStudy":{"id":"e9f5e6f6a376d4d8b9a48640ba8a7b9b","title":"Framework","clientId":26,"bannerHeading":"","bannerText":"Animating the essence of Framework Laptop 16","bannerVideo":"framework-lv-cover.mp4","blurb":"The Framework Laptop 16 is all set to revolutionize the category with an open system that allows anyone to build and swap modules easily, providing complete flexibility and sustainability in upgrading or repairing components. Our challenge was to showcase the simplicity of module swapping and highlight the endless possibilities it offers to users.","servicesOffered":"Art direction / Animation / Design","builtFor":"","tech":"blender, figma, after effects, illustrator","content":"<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/817258577?h=76b3099e27&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"></iframe>\n</div>\n<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<p>For the launch event, our team was tasked with creating an animation that would be displayed on a loop in the gallery, alongside the in-house modules and prototypes.</p>\n<h1 id=\"the-look\"><a href=\"#the-look\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The look</h1>\n<p>With a working title of 'Dream Modules', our goal was to present Framework's potential in helping people and organizations truly build their own custom modules with limitless possibilities.</p>\n<p>To achieve this goal, we decided to avoid creating realistic renders that would limit the viewer's imagination and suggest a fixed, predetermined outcome. Instead, we decided to give the animation an illustrative and magical quality. This approach allowed us to convey the technical aspects of the laptop's modular design in a clear and accessible way, while also leaving ample room for viewers to visualize their own unique module ideas.</p>\n<div class=\"col center eql\">\n  <div class=\"stack\">\n    <div class=\"iframe-container square\">\n        <iframe src=\"https://player.vimeo.com/video/817315163?h=1478fd03af&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"></iframe>\n    </div>\n  </div>\n  <div class=\"stack\">\n    <img src=\"/framework-launch-video/fw-look-2@2x.png\" loading=\"lazy\"/>\n    </div>\n  </div>\n</div>\n<h1 id=\"animation\"><a href=\"#animation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Animation</h1>\n<h2 id=\"centralising-the-animation\"><a href=\"#centralising-the-animation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Centralising the animation</h2>\n<p>The input panel on the Framework Laptop 16 is designed with two rows – top and bottom, each capable of accommodating three sizes of modules. Each row has its own insertion and release mechanisms. While all modules within a row use one mechanism, we needed to maintain this consistency with 15 unique modules while making the system adaptable through revisions. To achieve this, we developed a base animation for the insertion and release mechanisms using Blender. We stored these animations as actions and utilized the Non-Linear Animation (NLA) editor to structure and apply the animations to multiple objects centrally.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/817305001?h=6c603a33d3&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"></iframe>\n</div>\n<h2 id=\"procedural-visualisations\"><a href=\"#procedural-visualisations\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Procedural visualisations</h2>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container square\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/817261324?h=25dec3e703&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Display animation\"></iframe>\n    </div>\n  </div>\n  <div>\n    <h3>Display animation</h3>\n    <p>To maintain a sense of continuity throughout the animation loop, we designed a display visualisation that spanned the video. Using Blender nodes allowed us to exercise complete control over the animation's speed, length, and visual aspects. For this purpose, we utilized a wave texture with black and white color that was run through the display object. By linking the wave's phase with the animation time and running a color spectrum through the white of the wave, we were able to create the fluid motion seen here.</p>\n  </div>\n</div>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container square\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/817290113?h=dfeb1fc16a&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"RGB Keyboard\"></iframe>\n    </div>\n  </div>\n  <div>\n    <h3>RGB Keyboard</h3>\n    <p>Following the path we took for the display animation, we took a similar approach for the RGB colors at the back of the keys. Instead of running the color spectrum through the white of the wave, we directly applied it to the shape of the wave to achieve the fast-changing RGB colors. This technique ensured that the keyboard animation remained consistent with the display animation.</p>\n  </div>\n</div>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container square\">\n      <iframe loading=\"lazy\" src=\"https://player.vimeo.com/video/817292202?h=1ed0b40799&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"LED Matrix\"></iframe>\n    </div>\n  </div>\n  <div>\n    <h3>LED Matrix</h3>\n    <p>We created the 2D graphics for the LED matrix outside of blender and ran our wave visualisation through the white dots of the matrix, while the graphics texture ran a marquee loop.</p>\n  </div>\n</div>\n<h1 id=\"the-event\"><a href=\"#the-event\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The event</h1>\n<p>A still from the Framework event on March 2023.</p>\n<div class=\"col center eql\">\n    <img src=\"/framework-launch-video/fw-event-2023.png\" loading=\"lazy\"/> \n</div>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/817258577?h=76b3099e27\" frameborder=\"0\" allow=\"autoplay; fullscreen\" allowfullscreen></iframe>\n</div>\n","type":"design","allowSearchEngineIndexing":true},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}}]}},"context":{}}
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diff --git a/assets/data/design/index.json b/assets/data/design/index.json
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diff --git a/assets/data/design/routinr/index.json b/assets/data/design/routinr/index.json
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-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"8049631941687d9485235b97e5741a6c","title":"Routinr","clientId":25,"bannerHeading":"","bannerText":"Curating a finer life","bannerVideo":"","blurb":"Our work with Routinr started as a redesign of their core product feature, but quickly developed into a significant overhaul that breathed new life into the aging platform.","servicesOffered":"Art direction / Web design / Information architecture / Prototyping","builtFor":"Desktop, Mobile","tech":"figma, figma tokens, after effects, illustrator, photoshop","content":"<h1 id=\"background\"><a href=\"#background\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Background</h1>\n<h2 id=\"the-creator-economy\"><a href=\"#the-creator-economy\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The creator economy</h2>\n<p>Instagram, TikTok, and YouTube are fantastic places to build an audience, but creators who do quickly discover that they have relatively limited options on those platforms when it comes to monetizing the following they’ve built.</p>\n<p>Routinr is a place where creators can share and monetize the daily routines that helped them become who they are. These routines can be anything from workouts to meal plans, skincare to business productivity, and everything in between. This model puts creators in control, and gives audiences a more meaningful and interactive way to engage with creators they love.</p>\n<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"the-heart-of-the-issue\"><a href=\"#the-heart-of-the-issue\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The heart of the issue</h2>\n<p>We were brought in to address a glaring problem. The existing routine creation flow was practically unusable, leading to a horrendous drop-off rate and creators not returning to the platform. This was obviously a problem, since you can’t have a product that sells routines to users if there aren’t any routines available.</p>\n<h1 id=\"exploration\"><a href=\"#exploration\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Exploration</h1>\n<h2 id=\"this-aint-working\"><a href=\"#this-aint-working\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>This ain’t working</h2>\n<p>Reusability and modularity are non-negotiable features of our process. We design and build with an atomic design approach. Just like the world around us can be progressively broken down into repeated molecules and atoms, all interfaces can and should be composed with well-defined reusable components. Thus ensuring future growth potential, scalability, and consistency.</p>\n<h1 id=\"building-blocks\"><a href=\"#building-blocks\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Building blocks</h1>\n<h2 id=\"atomic\"><a href=\"#atomic\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Atomic!</h2>\n<p>Once we had a visual direction it was time to chart out the core building blocks. The system had to be modular in order to ensure future growth potential and scalability. Unlike building a house, a digital product requires simultaneous design of functionality and its supporting building blocks. By revisiting this process throughout the course of the project, we ended up with a robust, scalable design system expressed in a consistent visual language.</p>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container short portrait\">\n      <iframe src=\"https://player.vimeo.com/video/729591833?h=cf3a840da6&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen  title=\"Atomic\"></iframe>\n    </div>\n  </div>\n  <div>\n    <img src=\"/routinr/atomic.png\" loading=\"lazy\"/>\n  </div>\n</div>\n<h2 id=\"tokens-\"><a href=\"#tokens-\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Tokens ♥</h2>\n<p>Tokens (AKA variables) are an indispensable tool in the dev world, and we’re just now starting to see them creep into design. We applied this methodology to our color palette to create a truly flexible system that takes a simple set of hue values as input, and generates a full color palette that we can tune, refine, and adapt as needed. This has been a huge help in the development handoff process, especially when it comes to managing changes. It also lets us pull off another cool trick. More on that later.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/729592214?h=6990b2d4df&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Tokens\"></iframe>\n</div>\n<h2 id=\"stealing-colors\"><a href=\"#stealing-colors\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Stealing colors</h2>\n<p>We’re always on the lookout for hierarchy and content differentiation. Getting these right helps new and veteran users alike accurately digest what’s on screen. Our system automatically grabs colors from activity thumbnail images, and uses the resulting palette to individually theme the cards. This helps set activity cards apart from other content, and it also looks pretty cool if we may say so ourselves…</p>\n<figure>\n    <img src=\"/routinr/stealing_colors.png\" loading=\"lazy\"/>\n</figure>\n<h1 id=\"expansion\"><a href=\"#expansion\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Expansion</h1>\n<h2 id=\"flexibility-in-motion\"><a href=\"#flexibility-in-motion\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Flexibility in motion</h2>\n<p>Sometimes we sound like a broken record going on about how important a flexible foundation is. Well look no further than this project to see why. Remember how at the beginning our job was just to rescue the existing routine creation flow? After we succeeded there, the founders came to us with their phase 2 vision ahead of schedule: A major upgrade to the activity system that would unlock a whole range of awesome features that weren't previously possible.</p>\n<p>Technically speaking this only changed one part of the system, but it rippled through the rest of the product in a big way. Having a flexible system in place allowed us to quickly prototype multiple ideas. We actually ended up with a solution that neither us nor the founders expected going in. Only doing the work and iterating through the process in an efficient way allowed us to get there.</p>\n<h2 id=\"change-begets-change\"><a href=\"#change-begets-change\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Change begets change</h2>\n<p>The phase 2 upgrade went way beyond the creator side of the platform. It also meant rolling up our sleeves and digging into the as yet untouched user side of things. This restructuring left almost no page untouched, and it gave us the opportunity to apply the new design system to more areas. The product that emerged in the end is sure to be more useful and worthwhile to creators and users alike. It’s also a more confident, modern, and consistent representation of the brand as a whole.</p>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<h2 id=\"giving-the-creators-some-love\"><a href=\"#giving-the-creators-some-love\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Giving the creators some love</h2>\n<p>As we mentioned before, you can’t have a marketplace if it’s got nothing on offer. Let’s take a look at some of the quality-of-life improvements that creators got out of this deal.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/729644605?h=baee4e8164&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"></iframe>\n</div>\n<h3 id=\"calendars-theyre-great\"><a href=\"#calendars-theyre-great\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Calendars. They’re great!</h3>\n<p>The original routine creaton flow was essentially a list of activities. That might have been okay except for the fact that it was actively hostile to use, and people were reliably abandoning it before finishing their routines.</p>\n<p>We completely overhauled this system and gave people what they’re used to: a calendar! The new system does all the things you’d expect. Dragging activities onto the grid view from the library, picking up and moving things, batch deleting, setting activities to repeat, changing the start and end points of a routine, and more. All a breeze with the system.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/729591938?h=567470ac6e&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"></iframe>\n</div>\n<h3 id=\"creating-with-confidence\"><a href=\"#creating-with-confidence\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Creating with confidence</h3>\n<p>The calendar is only one part of the routine-building process. Creators also have to add titles, tags, descriptions, media, and more. Whether you go straight through or bounce all over the place, everything is handled smoothly with confirmation at every step that the work is saved.</p>\n<h3 id=\"content-in-the-bank\"><a href=\"#content-in-the-bank\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Content in the bank</h3>\n<p>The previous system didn’t give creators any way to save activities or see all of their content in one place easily. Needless to say, we weren’t cool with that! Now clicking on the aptly named “My content” lets users view, sort, filter, manage, and just generally admire their glorious work. Of course it also works just as well on mobile as it does on desktop.</p>\n<h2 id=\"users-rejoice\"><a href=\"#users-rejoice\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Users rejoice!</h2>\n<p>Creators aren’t the only ones having a good time at this party. The user side of things also got some major attention.</p>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container square\">\n      <iframe src=\"https://player.vimeo.com/video/729592006?h=1c4904d05a&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" allowfullscreen title=\"Fitting right in\"></iframe>\n    </div>\n  </div>\n  <div>\n    <h3>Fitting right in</h3>\n    <p>\n      As you might be able to imagine, activity cards are pretty much everywhere on Routinr. The new card design looks familiar everywhere it appears, but it’s flexible enough to adapt to all situations, showing relevant information for each context across web and mobile alike.\n    </p>\n  </div>\n</div>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/729592089?h=88dedbd793&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"></iframe>\n</div>\n<h3 id=\"you-get-a-theme-you-get-a-theme\"><a href=\"#you-get-a-theme-you-get-a-theme\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>You get a theme, you get a theme!</h3>\n<p>Remember that color token system from before? It played a key role because the brand palette changed a few times over the course of the project, and each time we were able to quickly adapt it without tearing our hair out. It also made it easy to implement the only feature people really care about when it comes to color: light and dark mode! Flipping between the two is almost as easy in the design file as it is in the developed product—just like it should be.</p>\n<h3 id=\"home-is-where-the-indexhtml-is-usually\"><a href=\"#home-is-where-the-indexhtml-is-usually\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Home is where the index.html is (usually)</h3>\n<p>Users got a brand-new browse and search experience, starting with a refreshed and snazzy home page. Getting to the content you want is now much easier with the revised search flow that lets you pick content types on the fly.</p>\n<h3 id=\"a-shiny-new-pack-of-activities\"><a href=\"#a-shiny-new-pack-of-activities\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>A shiny new pack of activities</h3>\n<p>The new routine purchase flow has a little bit of fun and a whole lot of usefulness sprinkled on top. Starting with a new purchase confirmation animation, and ending with a handy way to sprinkle those new activities into your calendar.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/729630406?h=ff6c4b86cb&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"></iframe>\n</div>\n<h3 id=\"organization-for-all\"><a href=\"#organization-for-all\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Organization for all</h3>\n<p>Creators aren’t the only ones who need a good way to sort through their stuff. Users also get a first-class browsing experience for all their purchased content, no matter if they have 1 routine or 100.</p>\n","type":"design","allowSearchEngineIndexing":null},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}}]}},"context":{}}
\ No newline at end of file
+{"hash":"84515f0f4d4ac3937a680eb1b2141452079720f3","data":{"caseStudy":{"id":"8049631941687d9485235b97e5741a6c","title":"Routinr","clientId":25,"bannerHeading":"","bannerText":"Curating a finer life","bannerVideo":"","blurb":"Our work with Routinr started as a redesign of their core product feature, but quickly developed into a significant overhaul that breathed new life into the aging platform.","servicesOffered":"Art direction / Web design / Information architecture / Prototyping","builtFor":"Desktop, Mobile","tech":"figma, figma tokens, after effects, illustrator, photoshop","content":"<h1 id=\"background\"><a href=\"#background\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Background</h1>\n<h2 id=\"the-creator-economy\"><a href=\"#the-creator-economy\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The creator economy</h2>\n<p>Instagram, TikTok, and YouTube are fantastic places to build an audience, but creators who do quickly discover that they have relatively limited options on those platforms when it comes to monetizing the following they’ve built.</p>\n<p>Routinr is a place where creators can share and monetize the daily routines that helped them become who they are. These routines can be anything from workouts to meal plans, skincare to business productivity, and everything in between. This model puts creators in control, and gives audiences a more meaningful and interactive way to engage with creators they love.</p>\n<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"the-heart-of-the-issue\"><a href=\"#the-heart-of-the-issue\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The heart of the issue</h2>\n<p>We were brought in to address a glaring problem. The existing routine creation flow was practically unusable, leading to a horrendous drop-off rate and creators not returning to the platform. This was obviously a problem, since you can’t have a product that sells routines to users if there aren’t any routines available.</p>\n<h1 id=\"exploration\"><a href=\"#exploration\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Exploration</h1>\n<h2 id=\"this-aint-working\"><a href=\"#this-aint-working\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>This ain’t working</h2>\n<p>Reusability and modularity are non-negotiable features of our process. We design and build with an atomic design approach. Just like the world around us can be progressively broken down into repeated molecules and atoms, all interfaces can and should be composed with well-defined reusable components. Thus ensuring future growth potential, scalability, and consistency.</p>\n<h1 id=\"building-blocks\"><a href=\"#building-blocks\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Building blocks</h1>\n<h2 id=\"atomic\"><a href=\"#atomic\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Atomic!</h2>\n<p>Once we had a visual direction it was time to chart out the core building blocks. The system had to be modular in order to ensure future growth potential and scalability. Unlike building a house, a digital product requires simultaneous design of functionality and its supporting building blocks. By revisiting this process throughout the course of the project, we ended up with a robust, scalable design system expressed in a consistent visual language.</p>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container short portrait\">\n      <iframe src=\"https://player.vimeo.com/video/729591833?h=cf3a840da6&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen  title=\"Atomic\"></iframe>\n    </div>\n  </div>\n  <div>\n    <img src=\"/routinr/atomic.png\" loading=\"lazy\"/>\n  </div>\n</div>\n<h2 id=\"tokens-\"><a href=\"#tokens-\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Tokens ♥</h2>\n<p>Tokens (AKA variables) are an indispensable tool in the dev world, and we’re just now starting to see them creep into design. We applied this methodology to our color palette to create a truly flexible system that takes a simple set of hue values as input, and generates a full color palette that we can tune, refine, and adapt as needed. This has been a huge help in the development handoff process, especially when it comes to managing changes. It also lets us pull off another cool trick. More on that later.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/729592214?h=6990b2d4df&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Tokens\"></iframe>\n</div>\n<h2 id=\"stealing-colors\"><a href=\"#stealing-colors\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Stealing colors</h2>\n<p>We’re always on the lookout for hierarchy and content differentiation. Getting these right helps new and veteran users alike accurately digest what’s on screen. Our system automatically grabs colors from activity thumbnail images, and uses the resulting palette to individually theme the cards. This helps set activity cards apart from other content, and it also looks pretty cool if we may say so ourselves…</p>\n<figure>\n    <img src=\"/routinr/stealing_colors.png\" loading=\"lazy\"/>\n</figure>\n<h1 id=\"expansion\"><a href=\"#expansion\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Expansion</h1>\n<h2 id=\"flexibility-in-motion\"><a href=\"#flexibility-in-motion\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Flexibility in motion</h2>\n<p>Sometimes we sound like a broken record going on about how important a flexible foundation is. Well look no further than this project to see why. Remember how at the beginning our job was just to rescue the existing routine creation flow? After we succeeded there, the founders came to us with their phase 2 vision ahead of schedule: A major upgrade to the activity system that would unlock a whole range of awesome features that weren't previously possible.</p>\n<p>Technically speaking this only changed one part of the system, but it rippled through the rest of the product in a big way. Having a flexible system in place allowed us to quickly prototype multiple ideas. We actually ended up with a solution that neither us nor the founders expected going in. Only doing the work and iterating through the process in an efficient way allowed us to get there.</p>\n<h2 id=\"change-begets-change\"><a href=\"#change-begets-change\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Change begets change</h2>\n<p>The phase 2 upgrade went way beyond the creator side of the platform. It also meant rolling up our sleeves and digging into the as yet untouched user side of things. This restructuring left almost no page untouched, and it gave us the opportunity to apply the new design system to more areas. The product that emerged in the end is sure to be more useful and worthwhile to creators and users alike. It’s also a more confident, modern, and consistent representation of the brand as a whole.</p>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<h2 id=\"giving-the-creators-some-love\"><a href=\"#giving-the-creators-some-love\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Giving the creators some love</h2>\n<p>As we mentioned before, you can’t have a marketplace if it’s got nothing on offer. Let’s take a look at some of the quality-of-life improvements that creators got out of this deal.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/729644605?h=baee4e8164&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"></iframe>\n</div>\n<h3 id=\"calendars-theyre-great\"><a href=\"#calendars-theyre-great\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Calendars. They’re great!</h3>\n<p>The original routine creaton flow was essentially a list of activities. That might have been okay except for the fact that it was actively hostile to use, and people were reliably abandoning it before finishing their routines.</p>\n<p>We completely overhauled this system and gave people what they’re used to: a calendar! The new system does all the things you’d expect. Dragging activities onto the grid view from the library, picking up and moving things, batch deleting, setting activities to repeat, changing the start and end points of a routine, and more. All a breeze with the system.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/729591938?h=567470ac6e&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"></iframe>\n</div>\n<h3 id=\"creating-with-confidence\"><a href=\"#creating-with-confidence\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Creating with confidence</h3>\n<p>The calendar is only one part of the routine-building process. Creators also have to add titles, tags, descriptions, media, and more. Whether you go straight through or bounce all over the place, everything is handled smoothly with confirmation at every step that the work is saved.</p>\n<h3 id=\"content-in-the-bank\"><a href=\"#content-in-the-bank\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Content in the bank</h3>\n<p>The previous system didn’t give creators any way to save activities or see all of their content in one place easily. Needless to say, we weren’t cool with that! Now clicking on the aptly named “My content” lets users view, sort, filter, manage, and just generally admire their glorious work. Of course it also works just as well on mobile as it does on desktop.</p>\n<h2 id=\"users-rejoice\"><a href=\"#users-rejoice\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Users rejoice!</h2>\n<p>Creators aren’t the only ones having a good time at this party. The user side of things also got some major attention.</p>\n<div class=\"col center eql\">\n  <div>\n    <div class=\"iframe-container square\">\n      <iframe src=\"https://player.vimeo.com/video/729592006?h=1c4904d05a&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" allowfullscreen title=\"Fitting right in\"></iframe>\n    </div>\n  </div>\n  <div>\n    <h3>Fitting right in</h3>\n    <p>\n      As you might be able to imagine, activity cards are pretty much everywhere on Routinr. The new card design looks familiar everywhere it appears, but it’s flexible enough to adapt to all situations, showing relevant information for each context across web and mobile alike.\n    </p>\n  </div>\n</div>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/729592089?h=88dedbd793&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"></iframe>\n</div>\n<h3 id=\"you-get-a-theme-you-get-a-theme\"><a href=\"#you-get-a-theme-you-get-a-theme\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>You get a theme, you get a theme!</h3>\n<p>Remember that color token system from before? It played a key role because the brand palette changed a few times over the course of the project, and each time we were able to quickly adapt it without tearing our hair out. It also made it easy to implement the only feature people really care about when it comes to color: light and dark mode! Flipping between the two is almost as easy in the design file as it is in the developed product—just like it should be.</p>\n<h3 id=\"home-is-where-the-indexhtml-is-usually\"><a href=\"#home-is-where-the-indexhtml-is-usually\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Home is where the index.html is (usually)</h3>\n<p>Users got a brand-new browse and search experience, starting with a refreshed and snazzy home page. Getting to the content you want is now much easier with the revised search flow that lets you pick content types on the fly.</p>\n<h3 id=\"a-shiny-new-pack-of-activities\"><a href=\"#a-shiny-new-pack-of-activities\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>A shiny new pack of activities</h3>\n<p>The new routine purchase flow has a little bit of fun and a whole lot of usefulness sprinkled on top. Starting with a new purchase confirmation animation, and ending with a handy way to sprinkle those new activities into your calendar.</p>\n<div class=\"iframe-container\">\n  <iframe src=\"https://player.vimeo.com/video/729630406?h=ff6c4b86cb&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"></iframe>\n</div>\n<h3 id=\"organization-for-all\"><a href=\"#organization-for-all\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Organization for all</h3>\n<p>Creators aren’t the only ones who need a good way to sort through their stuff. Users also get a first-class browsing experience for all their purchased content, no matter if they have 1 routine or 100.</p>\n","type":"design","allowSearchEngineIndexing":null},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}}]}},"context":{}}
\ No newline at end of file
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diff --git a/assets/data/develop/index.json b/assets/data/develop/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/develop/index.json
+++ b/assets/data/develop/index.json
@@ -1 +1 @@
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diff --git a/assets/data/develop/index.json.br b/assets/data/develop/index.json.br
index ed18cc40700793e0936905d44ee59ef383db995d..fcd1aeb4734be037a265ea69a8e5eb509406ddc1 100644
GIT binary patch
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literal 72
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diff --git a/assets/data/develop/index.json.gz b/assets/data/develop/index.json.gz
index 1b9e825ad24713fcfae03aacef26246e4c9bd798..f2677601c84a56e9eaa434a9b2a22c70787f3752 100644
GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/develop/mobile/index.json b/assets/data/develop/mobile/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/develop/mobile/index.json
+++ b/assets/data/develop/mobile/index.json
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diff --git a/assets/data/develop/mobile/index.json.br b/assets/data/develop/mobile/index.json.br
index ed18cc40700793e0936905d44ee59ef383db995d..fcd1aeb4734be037a265ea69a8e5eb509406ddc1 100644
GIT binary patch
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literal 72
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diff --git a/assets/data/develop/mobile/index.json.gz b/assets/data/develop/mobile/index.json.gz
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GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/develop/web/index.json b/assets/data/develop/web/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/develop/web/index.json
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diff --git a/assets/data/develop/web/index.json.br b/assets/data/develop/web/index.json.br
index ed18cc40700793e0936905d44ee59ef383db995d..fcd1aeb4734be037a265ea69a8e5eb509406ddc1 100644
GIT binary patch
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literal 72
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diff --git a/assets/data/develop/web/index.json.gz b/assets/data/develop/web/index.json.gz
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GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/genai/index.json b/assets/data/genai/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/genai/index.json
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diff --git a/assets/data/genai/index.json.br b/assets/data/genai/index.json.br
index ed18cc40700793e0936905d44ee59ef383db995d..fcd1aeb4734be037a265ea69a8e5eb509406ddc1 100644
GIT binary patch
literal 75
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literal 72
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diff --git a/assets/data/genai/index.json.gz b/assets/data/genai/index.json.gz
index 1b9e825ad24713fcfae03aacef26246e4c9bd798..f2677601c84a56e9eaa434a9b2a22c70787f3752 100644
GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/index.json b/assets/data/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/index.json
+++ b/assets/data/index.json
@@ -1 +1 @@
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diff --git a/assets/data/index.json.br b/assets/data/index.json.br
index ed18cc40700793e0936905d44ee59ef383db995d..fcd1aeb4734be037a265ea69a8e5eb509406ddc1 100644
GIT binary patch
literal 75
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literal 72
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diff --git a/assets/data/index.json.gz b/assets/data/index.json.gz
index 1b9e825ad24713fcfae03aacef26246e4c9bd798..f2677601c84a56e9eaa434a9b2a22c70787f3752 100644
GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/projects/index.json b/assets/data/projects/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/projects/index.json
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diff --git a/assets/data/projects/index.json.br b/assets/data/projects/index.json.br
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GIT binary patch
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literal 72
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diff --git a/assets/data/projects/index.json.gz b/assets/data/projects/index.json.gz
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GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/retreat/index.json b/assets/data/retreat/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/retreat/index.json
+++ b/assets/data/retreat/index.json
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diff --git a/assets/data/retreat/index.json.br b/assets/data/retreat/index.json.br
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GIT binary patch
literal 75
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literal 72
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diff --git a/assets/data/retreat/index.json.gz b/assets/data/retreat/index.json.gz
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GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/rust/index.json b/assets/data/rust/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/rust/index.json
+++ b/assets/data/rust/index.json
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GIT binary patch
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literal 72
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diff --git a/assets/data/rust/index.json.gz b/assets/data/rust/index.json.gz
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GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/services/arvr/index.json b/assets/data/services/arvr/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/services/arvr/index.json
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diff --git a/assets/data/services/arvr/index.json.br b/assets/data/services/arvr/index.json.br
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GIT binary patch
literal 75
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literal 72
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diff --git a/assets/data/services/arvr/index.json.gz b/assets/data/services/arvr/index.json.gz
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GIT binary patch
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literal 92
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diff --git a/assets/data/services/cto/index.json b/assets/data/services/cto/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/services/cto/index.json
+++ b/assets/data/services/cto/index.json
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diff --git a/assets/data/services/cto/index.json.br b/assets/data/services/cto/index.json.br
index ed18cc40700793e0936905d44ee59ef383db995d..fcd1aeb4734be037a265ea69a8e5eb509406ddc1 100644
GIT binary patch
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literal 72
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diff --git a/assets/data/services/cto/index.json.gz b/assets/data/services/cto/index.json.gz
index 1b9e825ad24713fcfae03aacef26246e4c9bd798..f2677601c84a56e9eaa434a9b2a22c70787f3752 100644
GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/startupfest2022/index.json b/assets/data/startupfest2022/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/startupfest2022/index.json
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diff --git a/assets/data/startupfest2022/index.json.br b/assets/data/startupfest2022/index.json.br
index ed18cc40700793e0936905d44ee59ef383db995d..fcd1aeb4734be037a265ea69a8e5eb509406ddc1 100644
GIT binary patch
literal 75
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literal 72
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diff --git a/assets/data/startupfest2022/index.json.gz b/assets/data/startupfest2022/index.json.gz
index 1b9e825ad24713fcfae03aacef26246e4c9bd798..f2677601c84a56e9eaa434a9b2a22c70787f3752 100644
GIT binary patch
literal 92
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literal 92
zcmb2|=3oE=X4Zq&d<_ab3>S8nq%pYY+*$Tbn60UK#teb?@2a__?(%9a*%G)#<!HCd
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diff --git a/assets/data/talks/index.json b/assets/data/talks/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/talks/index.json
+++ b/assets/data/talks/index.json
@@ -1 +1 @@
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diff --git a/assets/data/talks/index.json.br b/assets/data/talks/index.json.br
index ed18cc40700793e0936905d44ee59ef383db995d..fcd1aeb4734be037a265ea69a8e5eb509406ddc1 100644
GIT binary patch
literal 75
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literal 72
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diff --git a/assets/data/talks/index.json.gz b/assets/data/talks/index.json.gz
index 1b9e825ad24713fcfae03aacef26246e4c9bd798..f2677601c84a56e9eaa434a9b2a22c70787f3752 100644
GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/train/index.json b/assets/data/train/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/train/index.json
+++ b/assets/data/train/index.json
@@ -1 +1 @@
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diff --git a/assets/data/train/index.json.br b/assets/data/train/index.json.br
index ed18cc40700793e0936905d44ee59ef383db995d..fcd1aeb4734be037a265ea69a8e5eb509406ddc1 100644
GIT binary patch
literal 75
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literal 72
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diff --git a/assets/data/train/index.json.gz b/assets/data/train/index.json.gz
index 1b9e825ad24713fcfae03aacef26246e4c9bd798..f2677601c84a56e9eaa434a9b2a22c70787f3752 100644
GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/uikit/index.json b/assets/data/uikit/index.json
index 291b8cba..d86cdda2 100644
--- a/assets/data/uikit/index.json
+++ b/assets/data/uikit/index.json
@@ -1 +1 @@
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diff --git a/assets/data/uikit/index.json.br b/assets/data/uikit/index.json.br
index ed18cc40700793e0936905d44ee59ef383db995d..fcd1aeb4734be037a265ea69a8e5eb509406ddc1 100644
GIT binary patch
literal 75
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literal 72
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diff --git a/assets/data/uikit/index.json.gz b/assets/data/uikit/index.json.gz
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GIT binary patch
literal 92
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literal 92
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diff --git a/assets/data/works/10icommerce/index.json b/assets/data/works/10icommerce/index.json
index 8fe7f188..3aca8842 100644
--- a/assets/data/works/10icommerce/index.json
+++ b/assets/data/works/10icommerce/index.json
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diff --git a/assets/data/works/abridge/index.json b/assets/data/works/abridge/index.json
index ed8f6e2c..63cacbbd 100644
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+++ b/assets/data/works/abridge/index.json
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-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"fb47d30b76b2fdf42b86415be94991ab","title":"Abridge","clientId":8,"bannerText":"Bridging the doctor-patient gap with real-time transcripts.","tech":"ios, android, react native, swift, kotlin","content":"<h1 id=\"the-brief\"><a href=\"#the-brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The Brief</h1>\n<h2 id=\"a-better-way-to-revisit-doctor-consultations\"><a href=\"#a-better-way-to-revisit-doctor-consultations\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>A better way to revisit doctor consultations.</h2>\n<p>Abridge is an app that helps patients better understand and manage their health. Built for both iOS and Android, Abridge securely records conversations between users and their medical providers, provides audio recordings and transcripts, and delivers intelligent insights on key medical terms and takeaways.</p>\n<p>The team at Abridge approached us to augment their internal tech team, accelerate their product roadmap, and leverage our deep experience with native development.</p>\n<h1 id=\"the-vision\"><a href=\"#the-vision\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The Vision</h1>\n<h2 id=\"how-abridge-empowers-patients-with-insights\"><a href=\"#how-abridge-empowers-patients-with-insights\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How Abridge empowers patients with insights.</h2>\n<p>Complex medical jargon is hard to follow, and gets in the way of doctor-patient conversations. Patients are split between listening to the doctor and taking vital notes in parallel.</p>\n<p>In a high-pressure clinic environment, it’s easy to miss the minor details - information that can be crucial to a patient’s well-being and overall treatment plan.</p>\n<p>Abridge bridges this gap by recording interactions both at the doctor’s and over the phone.</p>\n<p>With audio, Abridge accurately highlights key medical terms, including symptoms, conditions, medication and procedures so that users can revisit their conversations with the doctor, understand their data better and stay on the same page.</p>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<h2 id=\"the-problem-with-audio-processing\"><a href=\"#the-problem-with-audio-processing\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The problem with audio processing</h2>\n<p>The Abridge project was a unique technical challenge primarily because recording and encoding data in both iOS and Android was a complex process with poorly documented relevant APIs.</p>\n<p>Our team also anticipated potential issues with handling multiple edge cases while streaming the audio to the server.</p>\n<p>The Abridge app was built on React Native, which lacked straightforward solutions for audio recording and encoding. This created a need to bridge the framework to SDKs to support the feature.</p>\n<p>The app also had to run advanced audio processing while streaming a recording to the server, which was an added challenge since it involved seamlessly executing multiple functions like compression and integration with web sockets.</p>\n<h1 id=\"research--findings\"><a href=\"#research--findings\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Research &#x26; Findings</h1>\n<h2 id=\"a-window-to-our-analysis-and-approach\"><a href=\"#a-window-to-our-analysis-and-approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>A window to our analysis and approach</h2>\n<p>Our experts exhaustively researched the latest design patterns and best practices on React Native to ensure that the app was up-to-date with the latest technologies.</p>\n<p>The initial research was focused on diving into old developer documentation and sample code, especially while writing the new native module for audio functions.</p>\n<p>We also studied the libflac library (written in C) in detail to implement it in Java.</p>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<h2 id=\"how-we-engineered-advanced-audio-processing-capabilities-of-the-application\"><a href=\"#how-we-engineered-advanced-audio-processing-capabilities-of-the-application\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How we engineered advanced audio processing capabilities of the application</h2>\n<h3 id=\"app-release--launch\"><a href=\"#app-release--launch\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>App Release &#x26; Launch</h3>\n<p>As consultants, we handled the complete app launch for iOS including setting up the Apple Developer Account, internal testing using TestFlight, creating the App Store listing and submitting the final app version for review.</p>\n<p>We were also involved in crafting parts of the app user interface (UI) using React Native, including an ongoing v2 redesign of the complete product.</p>\n<h3 id=\"built-robust-recording-capabilities\"><a href=\"#built-robust-recording-capabilities\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Built Robust Recording Capabilities</h3>\n<p>To improve the user experience, we engineered the native recording libraries to effectively handle interruptions like phone calls while recording, both on iOS and Android.</p>\n<h3 id=\"real-time-audio-streaming\"><a href=\"#real-time-audio-streaming\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Real-time Audio Streaming</h3>\n<p>In the initial version of the app, the audio was uploaded to the server at the end of the recording. Abridge decided to add value to their users by providing key insights and transcripts in real-time, by enabling dynamic streaming and processing.</p>\n<p>Our team built native modules from scratch for both iOS and Android to leverage the advanced audio processing capabilities on each platform (AVAudioEngine on iOS, and FlacEncoder/MediaCodecs on Android).</p>\n<h3 id=\"bug-fixes\"><a href=\"#bug-fixes\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Bug Fixes</h3>\n<p>As the primary engineering stakeholders, we help Abridge with bug fixes and maintenance.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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Built for both iOS and Android, Abridge securely records conversations between users and their medical providers, provides audio recordings and transcripts, and delivers intelligent insights on key medical terms and takeaways.</p>\n<p>The team at Abridge approached us to augment their internal tech team, accelerate their product roadmap, and leverage our deep experience with native development.</p>\n<h1 id=\"the-vision\"><a href=\"#the-vision\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The Vision</h1>\n<h2 id=\"how-abridge-empowers-patients-with-insights\"><a href=\"#how-abridge-empowers-patients-with-insights\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How Abridge empowers patients with insights.</h2>\n<p>Complex medical jargon is hard to follow, and gets in the way of doctor-patient conversations. Patients are split between listening to the doctor and taking vital notes in parallel.</p>\n<p>In a high-pressure clinic environment, it’s easy to miss the minor details - information that can be crucial to a patient’s well-being and overall treatment plan.</p>\n<p>Abridge bridges this gap by recording interactions both at the doctor’s and over the phone.</p>\n<p>With audio, Abridge accurately highlights key medical terms, including symptoms, conditions, medication and procedures so that users can revisit their conversations with the doctor, understand their data better and stay on the same page.</p>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<h2 id=\"the-problem-with-audio-processing\"><a href=\"#the-problem-with-audio-processing\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The problem with audio processing</h2>\n<p>The Abridge project was a unique technical challenge primarily because recording and encoding data in both iOS and Android was a complex process with poorly documented relevant APIs.</p>\n<p>Our team also anticipated potential issues with handling multiple edge cases while streaming the audio to the server.</p>\n<p>The Abridge app was built on React Native, which lacked straightforward solutions for audio recording and encoding. This created a need to bridge the framework to SDKs to support the feature.</p>\n<p>The app also had to run advanced audio processing while streaming a recording to the server, which was an added challenge since it involved seamlessly executing multiple functions like compression and integration with web sockets.</p>\n<h1 id=\"research--findings\"><a href=\"#research--findings\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Research &#x26; Findings</h1>\n<h2 id=\"a-window-to-our-analysis-and-approach\"><a href=\"#a-window-to-our-analysis-and-approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>A window to our analysis and approach</h2>\n<p>Our experts exhaustively researched the latest design patterns and best practices on React Native to ensure that the app was up-to-date with the latest technologies.</p>\n<p>The initial research was focused on diving into old developer documentation and sample code, especially while writing the new native module for audio functions.</p>\n<p>We also studied the libflac library (written in C) in detail to implement it in Java.</p>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<h2 id=\"how-we-engineered-advanced-audio-processing-capabilities-of-the-application\"><a href=\"#how-we-engineered-advanced-audio-processing-capabilities-of-the-application\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How we engineered advanced audio processing capabilities of the application</h2>\n<h3 id=\"app-release--launch\"><a href=\"#app-release--launch\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>App Release &#x26; Launch</h3>\n<p>As consultants, we handled the complete app launch for iOS including setting up the Apple Developer Account, internal testing using TestFlight, creating the App Store listing and submitting the final app version for review.</p>\n<p>We were also involved in crafting parts of the app user interface (UI) using React Native, including an ongoing v2 redesign of the complete product.</p>\n<h3 id=\"built-robust-recording-capabilities\"><a href=\"#built-robust-recording-capabilities\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Built Robust Recording Capabilities</h3>\n<p>To improve the user experience, we engineered the native recording libraries to effectively handle interruptions like phone calls while recording, both on iOS and Android.</p>\n<h3 id=\"real-time-audio-streaming\"><a href=\"#real-time-audio-streaming\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Real-time Audio Streaming</h3>\n<p>In the initial version of the app, the audio was uploaded to the server at the end of the recording. 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diff --git a/assets/data/works/aisle/index.json b/assets/data/works/aisle/index.json
index 91964c13..7af2feeb 100644
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+++ b/assets/data/works/aisle/index.json
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-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"387450c8ec603a6e90892682e94e8466","title":"Caratlane","clientId":2,"bannerText":"Streamlining customer checkout with a Single Page Application (SPA) built on Mithril.","tech":"ruby,rails,clojure,html,javascript,css,docker,oracle,jenkins","content":"<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"frictionless-checkout-can-make-or-break-an-online-store\"><a href=\"#frictionless-checkout-can-make-or-break-an-online-store\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Frictionless checkout can make or break an online store.</h2>\n<p>Caratlane is one of India’s biggest omni-channel jewellery retailers, spread over 36 cities in India with more than 92 stores in its network.</p>\n<p>Ranked by Dataquest, JuxtConsult and SapientNitro as <a href=\"https://www.caratlane.com/blog/we-are-in-dataquests-20-hottest-indian-e-commerce-start-ups/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">one of best e-commerce stores</a> in India during the digital boom in 2011, Caratlane has pioneered mindful and usable design for almost a decade - and it was in this same quest that our paths crossed.</p>\n<p>Caratlane wanted to streamline and optimize their checkout flow, but that wasn’t the only challenge. The team wanted to build a composable checkout system as a proof of concept, so that they could deploy similar approaches for functions across the store.</p>\n<p>Our challenge was to imagine and implement the checkout module as a Single Page Application (SPA) for Caratlane, with a composable structure.</p>\n<h1 id=\"challenge\"><a href=\"#challenge\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenge</h1>\n<h2 id=\"modernizing-checkout-elements-and-interactions\"><a href=\"#modernizing-checkout-elements-and-interactions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Modernizing checkout elements and interactions.</h2>\n<p>Caratlane was facing attenuation in their checkout conversion rate, with unexplained drop offs during the transaction cycle. This was something we wanted to deep dive into, in an effort to explore and find potential solutions.</p>\n<p>Operating at the cutting-edge of usability was also extremely important for us, so we set out to modernize as many elements and interactions as possible for improved UX.</p>\n<p>Our primary challenge was to build progressive changes and systems on their existing codebase, especially since the back-end wasn’t designed to allow RESTful authentication endpoints that our SPA needed.</p>\n<p>During our research, we noticed the absence of a robust Unit Test Framework and Continuous Integration (CI) Systems, both of which we implemented during the course of our engagement.</p>\n<p>For the CI pipeline, we set up a Jenkins environment with Blue Ocean integrated. For unit testing, we set up the Jest framework.</p>\n<div class=\"testimonial-placeholder\" data-id=\"1\"></div>\n<h1 id=\"solution\"><a href=\"#solution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solution</h1>\n<h2 id=\"redefining-the-e-commerce-checkout-experience\"><a href=\"#redefining-the-e-commerce-checkout-experience\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Redefining the e-commerce checkout experience.</h2>\n<p>Here’s what we handled for Caratlane.</p>\n<h3 id=\"an-intuitive-and-simplified-checkout-module\"><a href=\"#an-intuitive-and-simplified-checkout-module\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>An intuitive and simplified checkout module</h3>\n<p>During our engagement, we built a separate backend module powered by Mithril to extract the auth token, so that it could be exposed as a REST endpoint for other front end components.</p>\n<p>This improved the performance and efficiency of the checkout functionality, making it incredibly user-friendly, and paving the way for similar modules to be built for other aspects of the store.</p>\n<p>Our checkout module was also built for enhanced usability, with added responsiveness across multiple screens and devices for a uniform experience.</p>\n<h3 id=\"unit-testing-for-improved-results\"><a href=\"#unit-testing-for-improved-results\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Unit testing for improved results</h3>\n<p>Our Jest unit tests were designed to test the newly created UI components and elements, so that they could be refined over time.</p>\n<h1 id=\"outcome\"><a href=\"#outcome\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Outcome</h1>\n<p>The Caratlane product team was incredibly happy with the speed of our checkout system and the instant rendering of page components, marking yet another milestone in our long journey with them.</p>\n<p>Their tech team quickly adopted our Continuous Integration system, and started setting up their projects in Jenkins.</p>\n<p>After our tryst with Caratlane, unit testing became a core part of their development and product release cycle.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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+{"hash":"84515f0f4d4ac3937a680eb1b2141452079720f3","data":{"caseStudy":{"id":"387450c8ec603a6e90892682e94e8466","title":"Caratlane","clientId":2,"bannerText":"Streamlining customer checkout with a Single Page Application (SPA) built on Mithril.","tech":"ruby,rails,clojure,html,javascript,css,docker,oracle,jenkins","content":"<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"frictionless-checkout-can-make-or-break-an-online-store\"><a href=\"#frictionless-checkout-can-make-or-break-an-online-store\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Frictionless checkout can make or break an online store.</h2>\n<p>Caratlane is one of India’s biggest omni-channel jewellery retailers, spread over 36 cities in India with more than 92 stores in its network.</p>\n<p>Ranked by Dataquest, JuxtConsult and SapientNitro as <a href=\"https://www.caratlane.com/blog/we-are-in-dataquests-20-hottest-indian-e-commerce-start-ups/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">one of best e-commerce stores</a> in India during the digital boom in 2011, Caratlane has pioneered mindful and usable design for almost a decade - and it was in this same quest that our paths crossed.</p>\n<p>Caratlane wanted to streamline and optimize their checkout flow, but that wasn’t the only challenge. The team wanted to build a composable checkout system as a proof of concept, so that they could deploy similar approaches for functions across the store.</p>\n<p>Our challenge was to imagine and implement the checkout module as a Single Page Application (SPA) for Caratlane, with a composable structure.</p>\n<h1 id=\"challenge\"><a href=\"#challenge\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenge</h1>\n<h2 id=\"modernizing-checkout-elements-and-interactions\"><a href=\"#modernizing-checkout-elements-and-interactions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Modernizing checkout elements and interactions.</h2>\n<p>Caratlane was facing attenuation in their checkout conversion rate, with unexplained drop offs during the transaction cycle. This was something we wanted to deep dive into, in an effort to explore and find potential solutions.</p>\n<p>Operating at the cutting-edge of usability was also extremely important for us, so we set out to modernize as many elements and interactions as possible for improved UX.</p>\n<p>Our primary challenge was to build progressive changes and systems on their existing codebase, especially since the back-end wasn’t designed to allow RESTful authentication endpoints that our SPA needed.</p>\n<p>During our research, we noticed the absence of a robust Unit Test Framework and Continuous Integration (CI) Systems, both of which we implemented during the course of our engagement.</p>\n<p>For the CI pipeline, we set up a Jenkins environment with Blue Ocean integrated. For unit testing, we set up the Jest framework.</p>\n<div class=\"testimonial-placeholder\" data-id=\"1\"></div>\n<h1 id=\"solution\"><a href=\"#solution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solution</h1>\n<h2 id=\"redefining-the-e-commerce-checkout-experience\"><a href=\"#redefining-the-e-commerce-checkout-experience\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Redefining the e-commerce checkout experience.</h2>\n<p>Here’s what we handled for Caratlane.</p>\n<h3 id=\"an-intuitive-and-simplified-checkout-module\"><a href=\"#an-intuitive-and-simplified-checkout-module\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>An intuitive and simplified checkout module</h3>\n<p>During our engagement, we built a separate backend module powered by Mithril to extract the auth token, so that it could be exposed as a REST endpoint for other front end components.</p>\n<p>This improved the performance and efficiency of the checkout functionality, making it incredibly user-friendly, and paving the way for similar modules to be built for other aspects of the store.</p>\n<p>Our checkout module was also built for enhanced usability, with added responsiveness across multiple screens and devices for a uniform experience.</p>\n<h3 id=\"unit-testing-for-improved-results\"><a href=\"#unit-testing-for-improved-results\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Unit testing for improved results</h3>\n<p>Our Jest unit tests were designed to test the newly created UI components and elements, so that they could be refined over time.</p>\n<h1 id=\"outcome\"><a href=\"#outcome\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Outcome</h1>\n<p>The Caratlane product team was incredibly happy with the speed of our checkout system and the instant rendering of page components, marking yet another milestone in our long journey with them.</p>\n<p>Their tech team quickly adopted our Continuous Integration system, and started setting up their projects in Jenkins.</p>\n<p>After our tryst with Caratlane, unit testing became a core part of their development and product release cycle.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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diff --git a/assets/data/works/cls/index.json b/assets/data/works/cls/index.json
index c36e3682..ddde3bc7 100644
--- a/assets/data/works/cls/index.json
+++ b/assets/data/works/cls/index.json
@@ -1 +1 @@
-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"6de464e82dadce930db3d65561605917","title":"cls","clientId":6,"bannerText":"How do you bring enterprise labelling into the collaborative age?","tech":"nodejs,angularjs,mongodb,elastic,express,redis,cups,istio,docker,npm,fastify","content":"<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"we-joined-gaea-on-their-mission-to-reimagine-enterprise-labelling\"><a href=\"#we-joined-gaea-on-their-mission-to-reimagine-enterprise-labelling\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>We joined Gaea on their mission to reimagine enterprise labelling.</h2>\n<p>Gaea, a global pioneer in inventory and warehouse management and supply chain execution, approached us with a unique problem.</p>\n<p>How do you create a collaborative labelling system that redefines enterprise labelling, and keeps manufacturers, buyers, suppliers and customers on the same page?</p>\n<p>Cloud Label Service was the solution.</p>\n<p>The team at Gaea had envisioned an innovative, centralized and flexible supply chain labelling system, and we were tasked with the interesting challenge of building this complete system.</p>\n<h1 id=\"the-problem\"><a href=\"#the-problem\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The Problem</h1>\n<h2 id=\"incorrect-labelling-impacts-businesses-across-the-world\"><a href=\"#incorrect-labelling-impacts-businesses-across-the-world\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Incorrect labelling impacts businesses across the world.</h2>\n<p>Enterprise labelling is the lifeline of every supply chain.</p>\n<p>In a highly intricate logistics network with multiple stakeholders and outsourcing units, the lack of standardization in labelling can be expensive and damaging. Incorrect labelling is one of the primary reasons behind:</p>\n<ul>\n<li>Expensive product recalls</li>\n<li>Industry regulation violations</li>\n<li>Product liability claims</li>\n<li>Customer distrust</li>\n</ul>\n<p>This particularly impacts low-margin retail supply chains. It also affects customer loyalty, triggering complications with reverse logistics.</p>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<h2 id=\"the-need-for-innovation-in-label-printing\"><a href=\"#the-need-for-innovation-in-label-printing\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The need for innovation in label printing.</h2>\n<p>After a deep-dive, we quickly realized the gaps in the current system.</p>\n<h3 id=\"lack-of-quality-control\"><a href=\"#lack-of-quality-control\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Lack Of Quality Control</h3>\n<p>Enterprise labelling was disconnected, with too many touchpoints for label distribution across the supply chain and no central quality control systems.</p>\n<div>\n  <video src=\"/cls/cloudlabel_before.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"expensive--disparate-processes\"><a href=\"#expensive--disparate-processes\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Expensive &#x26; Disparate Processes</h3>\n<p>Companies followed different labelling systems, with their own disparate infrastructure and with limited supplier communication or collaboration.</p>\n<h3 id=\"singular-focus-on-label-creation\"><a href=\"#singular-focus-on-label-creation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Singular Focus On Label Creation</h3>\n<p>labelling tools built before CLS were created to prioritize authoring and design rather than complex, rule-driven label generation.</p>\n<h3 id=\"uninspired-digital-solutions\"><a href=\"#uninspired-digital-solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Uninspired Digital Solutions</h3>\n<p>There were no strong digital solutions that could integrate SCM, cloud and on-premise applications to improve efficiency.</p>\n<h1 id=\"research\"><a href=\"#research\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Research</h1>\n<h2 id=\"our-vision-for-a-collaborative-cloud-interface\"><a href=\"#our-vision-for-a-collaborative-cloud-interface\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Our vision for a collaborative cloud interface.</h2>\n<p>After robust research and feedback from multiple internal teams, we focused on a strong rules engine that could support complex computations and dynamic requirements based on the brand, division, and product line.</p>\n<p>We also outlined some additional features.</p>\n<h3 id=\"a-need-for-collaboration\"><a href=\"#a-need-for-collaboration\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>A Need For Collaboration</h3>\n<p>Gaea needed a collaborative platform used by multiple enterprise divisions, third-party suppliers and external stakeholders for greater operational efficiency.</p>\n<h3 id=\"deep-personalization--detailing\"><a href=\"#deep-personalization--detailing\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Deep Personalization &#x26; Detailing</h3>\n<p>Barcode and labelling standards vary across companies, and the system had to accommodate complex computations based on the brand and product line.</p>\n<h3 id=\"assured-data-security--privacy\"><a href=\"#assured-data-security--privacy\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Assured Data Security &#x26; Privacy</h3>\n<p>Since users could directly create and print labels, stringent data security measures had to be deployed in line with the expectations of multinational companies.</p>\n<h3 id=\"integrations--web-service-mapping\"><a href=\"#integrations--web-service-mapping\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Integrations &#x26; Web Service Mapping</h3>\n<p>CLS had to seamlessly integrate with leading SCM systems and cloud systems for improved label lifecycle management.</p>\n<h3 id=\"tackling-process-complexity\"><a href=\"#tackling-process-complexity\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Tackling Process Complexity</h3>\n<p>CLS had to support diverse processes, driven by varying customer behaviour. Some customers enter their data manually, while others need auto-population.</p>\n<h3 id=\"out-of-the-box-templates\"><a href=\"#out-of-the-box-templates\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Out-Of-The-Box Templates</h3>\n<p>Usable templates with core fields like product details, receipt, reverse logistics, pick ticket, and license plate numbers (LPNs) were needed to save time.</p>\n<div class=\"testimonial-placeholder\" data-id=\"5\"></div>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<h2 id=\"how-we-infused-innovation-into-enterprise-labelling\"><a href=\"#how-we-infused-innovation-into-enterprise-labelling\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How we infused innovation into enterprise labelling.</h2>\n<p>Together with Gaea, we built <strong>Cloud Label Service</strong> to bring enterprise labelling into the collaborative age.</p>\n<p>Designed for cross-enterprise collaboration and functionality, CLS democratizes label template creation, management, and automation.</p>\n<p>CLS integrates with leading SCM systems, external data sources and third party tools like Zebra Designer while supporting both cloud-driven and on-prem label printing, for a pan-industrial solution that is secure, robust and uniquely rule-driven.</p>\n<div>\n  <video src=\"/cls/cloudlabel_solution.mp4\" autoplay muted loop/>\n</div>\n<p>Cloud Label Service allows:</p>\n<ul>\n<li>Simplified label template management</li>\n<li>Simplified upload, sharing with stakeholders and printing</li>\n<li>Web service mapping and integration with key SCM systems</li>\n<li>Automated rules-driven label generation</li>\n<li>Automated reverse logistics &#x26; RMA flow for simplifying product returns</li>\n<li>Simplified carrier integration with UPS and FedEx (and others)</li>\n<li>Serialization support and integrated field mapping utility</li>\n</ul>\n<p>During the project lifecycle, we developed some key functionalities:</p>\n<ul>\n<li>Creating Strong User Personas</li>\n<li>Building A Robust Rules Engine</li>\n<li>Creating A Print Queue System</li>\n<li>Building A ZPL Parser</li>\n<li>Improving Logistics Via Carrier Integrations</li>\n<li>Developing A PDF Builder For Herma Papers</li>\n<li>Improving The Deep Search Functionality</li>\n<li>Implementing A Web Service Queue System</li>\n</ul>\n<p>Here's a look at some primary functionalities.</p>\n<div>\n  <video src=\"/cls/cloudlabel_rule.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"building-a-robust-rules-engine\"><a href=\"#building-a-robust-rules-engine\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Building A Robust Rules Engine</h3>\n<p>We built a strong rules engine that could support complex computations and dynamic requirements based on the brand, division, and product line.</p>\n<div>\n  <video src=\"/cls/cloudlabel_print.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"creating-a-print-queue-system\"><a href=\"#creating-a-print-queue-system\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Creating A Print Queue System</h3>\n<p>During bulk printing from multiple servers, requests are likely to clash. Our print queue sequentially streamlines request bundles based on the printer ID.</p>\n<h3 id=\"the-need-for-a-zpl-parser\"><a href=\"#the-need-for-a-zpl-parser\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The Need For A ZPL Parser</h3>\n<p>After extensive ZPL research, we built a parser that could understand the different fields, convert XML data to ZPL and generate real-time previews.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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+{"hash":"84515f0f4d4ac3937a680eb1b2141452079720f3","data":{"caseStudy":{"id":"6de464e82dadce930db3d65561605917","title":"cls","clientId":6,"bannerText":"How do you bring enterprise labelling into the collaborative age?","tech":"nodejs,angularjs,mongodb,elastic,express,redis,cups,istio,docker,npm,fastify","content":"<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"we-joined-gaea-on-their-mission-to-reimagine-enterprise-labelling\"><a href=\"#we-joined-gaea-on-their-mission-to-reimagine-enterprise-labelling\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>We joined Gaea on their mission to reimagine enterprise labelling.</h2>\n<p>Gaea, a global pioneer in inventory and warehouse management and supply chain execution, approached us with a unique problem.</p>\n<p>How do you create a collaborative labelling system that redefines enterprise labelling, and keeps manufacturers, buyers, suppliers and customers on the same page?</p>\n<p>Cloud Label Service was the solution.</p>\n<p>The team at Gaea had envisioned an innovative, centralized and flexible supply chain labelling system, and we were tasked with the interesting challenge of building this complete system.</p>\n<h1 id=\"the-problem\"><a href=\"#the-problem\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The Problem</h1>\n<h2 id=\"incorrect-labelling-impacts-businesses-across-the-world\"><a href=\"#incorrect-labelling-impacts-businesses-across-the-world\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Incorrect labelling impacts businesses across the world.</h2>\n<p>Enterprise labelling is the lifeline of every supply chain.</p>\n<p>In a highly intricate logistics network with multiple stakeholders and outsourcing units, the lack of standardization in labelling can be expensive and damaging. Incorrect labelling is one of the primary reasons behind:</p>\n<ul>\n<li>Expensive product recalls</li>\n<li>Industry regulation violations</li>\n<li>Product liability claims</li>\n<li>Customer distrust</li>\n</ul>\n<p>This particularly impacts low-margin retail supply chains. It also affects customer loyalty, triggering complications with reverse logistics.</p>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<h2 id=\"the-need-for-innovation-in-label-printing\"><a href=\"#the-need-for-innovation-in-label-printing\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The need for innovation in label printing.</h2>\n<p>After a deep-dive, we quickly realized the gaps in the current system.</p>\n<h3 id=\"lack-of-quality-control\"><a href=\"#lack-of-quality-control\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Lack Of Quality Control</h3>\n<p>Enterprise labelling was disconnected, with too many touchpoints for label distribution across the supply chain and no central quality control systems.</p>\n<div>\n  <video src=\"/cls/cloudlabel_before.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"expensive--disparate-processes\"><a href=\"#expensive--disparate-processes\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Expensive &#x26; Disparate Processes</h3>\n<p>Companies followed different labelling systems, with their own disparate infrastructure and with limited supplier communication or collaboration.</p>\n<h3 id=\"singular-focus-on-label-creation\"><a href=\"#singular-focus-on-label-creation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Singular Focus On Label Creation</h3>\n<p>labelling tools built before CLS were created to prioritize authoring and design rather than complex, rule-driven label generation.</p>\n<h3 id=\"uninspired-digital-solutions\"><a href=\"#uninspired-digital-solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Uninspired Digital Solutions</h3>\n<p>There were no strong digital solutions that could integrate SCM, cloud and on-premise applications to improve efficiency.</p>\n<h1 id=\"research\"><a href=\"#research\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Research</h1>\n<h2 id=\"our-vision-for-a-collaborative-cloud-interface\"><a href=\"#our-vision-for-a-collaborative-cloud-interface\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Our vision for a collaborative cloud interface.</h2>\n<p>After robust research and feedback from multiple internal teams, we focused on a strong rules engine that could support complex computations and dynamic requirements based on the brand, division, and product line.</p>\n<p>We also outlined some additional features.</p>\n<h3 id=\"a-need-for-collaboration\"><a href=\"#a-need-for-collaboration\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>A Need For Collaboration</h3>\n<p>Gaea needed a collaborative platform used by multiple enterprise divisions, third-party suppliers and external stakeholders for greater operational efficiency.</p>\n<h3 id=\"deep-personalization--detailing\"><a href=\"#deep-personalization--detailing\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Deep Personalization &#x26; Detailing</h3>\n<p>Barcode and labelling standards vary across companies, and the system had to accommodate complex computations based on the brand and product line.</p>\n<h3 id=\"assured-data-security--privacy\"><a href=\"#assured-data-security--privacy\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Assured Data Security &#x26; Privacy</h3>\n<p>Since users could directly create and print labels, stringent data security measures had to be deployed in line with the expectations of multinational companies.</p>\n<h3 id=\"integrations--web-service-mapping\"><a href=\"#integrations--web-service-mapping\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Integrations &#x26; Web Service Mapping</h3>\n<p>CLS had to seamlessly integrate with leading SCM systems and cloud systems for improved label lifecycle management.</p>\n<h3 id=\"tackling-process-complexity\"><a href=\"#tackling-process-complexity\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Tackling Process Complexity</h3>\n<p>CLS had to support diverse processes, driven by varying customer behaviour. Some customers enter their data manually, while others need auto-population.</p>\n<h3 id=\"out-of-the-box-templates\"><a href=\"#out-of-the-box-templates\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Out-Of-The-Box Templates</h3>\n<p>Usable templates with core fields like product details, receipt, reverse logistics, pick ticket, and license plate numbers (LPNs) were needed to save time.</p>\n<div class=\"testimonial-placeholder\" data-id=\"5\"></div>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<h2 id=\"how-we-infused-innovation-into-enterprise-labelling\"><a href=\"#how-we-infused-innovation-into-enterprise-labelling\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How we infused innovation into enterprise labelling.</h2>\n<p>Together with Gaea, we built <strong>Cloud Label Service</strong> to bring enterprise labelling into the collaborative age.</p>\n<p>Designed for cross-enterprise collaboration and functionality, CLS democratizes label template creation, management, and automation.</p>\n<p>CLS integrates with leading SCM systems, external data sources and third party tools like Zebra Designer while supporting both cloud-driven and on-prem label printing, for a pan-industrial solution that is secure, robust and uniquely rule-driven.</p>\n<div>\n  <video src=\"/cls/cloudlabel_solution.mp4\" autoplay muted loop/>\n</div>\n<p>Cloud Label Service allows:</p>\n<ul>\n<li>Simplified label template management</li>\n<li>Simplified upload, sharing with stakeholders and printing</li>\n<li>Web service mapping and integration with key SCM systems</li>\n<li>Automated rules-driven label generation</li>\n<li>Automated reverse logistics &#x26; RMA flow for simplifying product returns</li>\n<li>Simplified carrier integration with UPS and FedEx (and others)</li>\n<li>Serialization support and integrated field mapping utility</li>\n</ul>\n<p>During the project lifecycle, we developed some key functionalities:</p>\n<ul>\n<li>Creating Strong User Personas</li>\n<li>Building A Robust Rules Engine</li>\n<li>Creating A Print Queue System</li>\n<li>Building A ZPL Parser</li>\n<li>Improving Logistics Via Carrier Integrations</li>\n<li>Developing A PDF Builder For Herma Papers</li>\n<li>Improving The Deep Search Functionality</li>\n<li>Implementing A Web Service Queue System</li>\n</ul>\n<p>Here's a look at some primary functionalities.</p>\n<div>\n  <video src=\"/cls/cloudlabel_rule.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"building-a-robust-rules-engine\"><a href=\"#building-a-robust-rules-engine\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Building A Robust Rules Engine</h3>\n<p>We built a strong rules engine that could support complex computations and dynamic requirements based on the brand, division, and product line.</p>\n<div>\n  <video src=\"/cls/cloudlabel_print.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"creating-a-print-queue-system\"><a href=\"#creating-a-print-queue-system\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Creating A Print Queue System</h3>\n<p>During bulk printing from multiple servers, requests are likely to clash. Our print queue sequentially streamlines request bundles based on the printer ID.</p>\n<h3 id=\"the-need-for-a-zpl-parser\"><a href=\"#the-need-for-a-zpl-parser\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The Need For A ZPL Parser</h3>\n<p>After extensive ZPL research, we built a parser that could understand the different fields, convert XML data to ZPL and generate real-time previews.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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diff --git a/assets/data/works/devops-success/index.json b/assets/data/works/devops-success/index.json
index e197ae73..d95841a3 100644
--- a/assets/data/works/devops-success/index.json
+++ b/assets/data/works/devops-success/index.json
@@ -1 +1 @@
-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"d8b343ebdc067aa4dfb7c613ef37b422","title":"DevOps Success","clientId":9,"bannerText":"How We Helped A Music Distribution Company Save 90% In Infrastructure Costs.","tech":"docker","content":"<h3 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h3>\n<h2 id=\"an-optimized-platform-to-elevate-artists\"><a href=\"#an-optimized-platform-to-elevate-artists\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>An optimized platform to elevate artists</h2>\n<p>The digital music distribution industry is expected to grow to $1.68 Bn by 2030, and incumbents and insurgents need agile, scalable, and cost-effective infrastructure to remain competitive.</p>\n<p>Our client, a global leader and key player, was struggling with an outdated and inefficient deployment process that hindered their ability to innovate and scale. As their technology partners, we identified the need to modernize their platform engineering and helped them seamlessly manage distribution to 150+ digital partners, including Spotify, Apple Music, Amazon Music, Deezer, TikTok, and Tencent.</p>\n<p>Our DevOps consultants successfully migrated their deployments from Capistrano on EC2 to Docker and ECS. We set up CI/CD, automated their infrastructure setup using Terraform, and set up observability dashboards to modernize their infrastructure practices.</p>\n<p>This case study outlines the challenges, solutions, and results of this transformative project.</p>\n<h3 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h3>\n<h2 id=\"decoding-dissonance-in-distribution-infrastructure\"><a href=\"#decoding-dissonance-in-distribution-infrastructure\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Decoding dissonance in distribution infrastructure</h2>\n<p>Right off the bat, we found gaps in their infrastructure setup.</p>\n<h3 id=\"outdated-deployment-process\"><a href=\"#outdated-deployment-process\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Outdated Deployment Process</h3>\n<p>Capistrano on EC2 had become inefficient and time-consuming as our client’s infrastructure and application needs had grown.</p>\n<h3 id=\"limited-performance-visibility\"><a href=\"#limited-performance-visibility\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Limited Performance Visibility</h3>\n<p>The lack of comprehensive monitoring and logging tools made it difficult to identify performance bottlenecks and areas for improvement.</p>\n<h3 id=\"inefficient-scaling-and-resource-utilization\"><a href=\"#inefficient-scaling-and-resource-utilization\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Inefficient Scaling and Resource Utilization</h3>\n<p>The existing autoscaling solution was suboptimal, increasing costs and resource wastage.</p>\n<h3 id=\"memory-leak-issues\"><a href=\"#memory-leak-issues\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Memory Leak Issues</h3>\n<p>The application was experiencing memory leaks, negatively impacting performance and stability.</p>\n<h3 id=\"inconsistent-project-environments\"><a href=\"#inconsistent-project-environments\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Inconsistent Project Environments</h3>\n<p>Our client needed a standardized and streamlined environment for various projects to ensure consistency and reproducibility.</p>\n<h3 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h3>\n<h2 id=\"rethinking-infrastructure-to-orchestrate-success\"><a href=\"#rethinking-infrastructure-to-orchestrate-success\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Rethinking infrastructure to orchestrate success</h2>\n<p>This was our plan of action to optimize our client’s infrastructure costs.</p>\n<h3 id=\"custom-autoscaling-scripts-for-sqs-workers\"><a href=\"#custom-autoscaling-scripts-for-sqs-workers\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Custom autoscaling scripts for SQS workers</h3>\n<p>To optimize resource utilization and cost-efficiency, we developed custom auto-scaling scripts using AWS Lambda functions that dynamically scaled the number of workers based on the queue size. In this process, we also collaborated with the backend engineering team to move from Sidekiq to SQS.</p>\n<p>This allowed us to set up custom CloudWatch metrics on queue length and visualize them on the dashboard. This approach saved the client approximately 50% of the cost of these workloads, while maintaining optimal performance. A further effort by the backend engineering team to rewrite the service from Rails to Go reduced it to 10% of the original cost.</p>\n<h3 id=\"migrating-to-docker-and-ecs\"><a href=\"#migrating-to-docker-and-ecs\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Migrating to Docker and ECS</h3>\n<p>We began by containerizing our client’s applications using Docker, which allowed for easier packaging and distribution of their applications. This was essential to modernize the tech stack.</p>\n<p>Containerizing your workloads enables you to treat your infrastructure as cattle rather than pets. Docker facilitated the transition from Capistrano on EC2-based deployments to the Amazon Elastic Container Service (ECS), a more scalable and efficient container orchestration service. This migration enabled faster and more reliable deployments, simplified management, and better resource utilization.</p>\n<h3 id=\"implementing-circleci-and-codepipeline\"><a href=\"#implementing-circleci-and-codepipeline\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Implementing CircleCI and CodePipeline</h3>\n<p>To replace the existing Jenkins-based deployment process, we implemented CircleCI, a modern and user-friendly Continuous Integration and Continuous Deployment (CI/CD) tool. CircleCI streamlined the deployment pipeline, providing better visibility into failing tests. We also set up CodePipeline to automate the deployment and visualize the value stream map.</p>\n<h3 id=\"automating-ecs-setup-with-terraform\"><a href=\"#automating-ecs-setup-with-terraform\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Automating ECS setup with Terraform</h3>\n<p>We enhanced infrastructure management using Terraform, an Infrastructure as Code (IaC) tool, to automate the provisioning and management of the client's ECS setup. Terraform's declarative configuration files ensured that the infrastructure was consistent, easily reproducible, and versioned, reducing the risk of human error and streamlining ongoing maintenance.</p>\n<h3 id=\"setting-up-cloudwatch-and-grafana-dashboards\"><a href=\"#setting-up-cloudwatch-and-grafana-dashboards\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Setting up CloudWatch and Grafana dashboards</h3>\n<p>Our consultants set up Amazon CloudWatch dashboards to provide comprehensive monitoring and logging for the client's applications. These dashboards exposed essential metrics and logs, allowing the client to quickly identify and address performance bottlenecks and improve the overall quality of their services. We also set up Grafana dashboards to surface business-level metrics on album deliveries and errors across various stores.\nAddressing memory leaks with jemalloc</p>\n<p>In collaboration with our client’s engineers, we identified and addressed memory leaks in their applications by moving to jemalloc, a memory allocator library that reduces fragmentation and improves efficiency. This change resulted in improved application stability and performance.</p>\n<h3 id=\"maintaining-golden-docker-images-for-various-projects\"><a href=\"#maintaining-golden-docker-images-for-various-projects\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Maintaining golden Docker images for various projects</h3>\n<p>We maintained golden Docker images for each project to ensure consistent and reproducible environments across the client's projects. These images served as the foundation for all project deployments, containing preconfigured environments and dependencies tailored to each project's specific needs. This standardization streamlined development and deployment processes, reducing errors and inconsistencies while increasing overall efficiency.</p>\n<h3 id=\"outcomes\"><a href=\"#outcomes\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Outcomes</h3>\n<h2 id=\"the-high-notes\"><a href=\"#the-high-notes\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The high notes</h2>\n<p>Our platform engineering work showcased the transformative power of modernizing infrastructure and deployment processes.</p>\n<h3 id=\"improved-deployment-efficiency\"><a href=\"#improved-deployment-efficiency\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Improved Deployment Efficiency</h3>\n<p>By migrating to Docker and ECS and implementing CircleCI and CodePipeline, we significantly streamlined the deployment process, resulting in faster and more reliable deployments.</p>\n<h3 id=\"enhanced-monitoring-and-visibility\"><a href=\"#enhanced-monitoring-and-visibility\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Enhanced Monitoring and Visibility</h3>\n<p>The CloudWatch dashboards provided crucial performance insights, helping them proactively address bottlenecks and improve service quality.</p>\n<h3 id=\"cost-savings-via-optimized-scaling\"><a href=\"#cost-savings-via-optimized-scaling\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Cost Savings Via Optimized Scaling</h3>\n<p>The custom auto-scaling scripts for distribution workers led to a 90% cost reduction for these workloads while maintaining optimal performance.</p>\n<h3 id=\"increased-application-stability\"><a href=\"#increased-application-stability\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Increased Application Stability</h3>\n<p>By addressing memory leaks with jemalloc, we improved the stability and performance of their applications, resulting in a better overall user experience.</p>\n<h3 id=\"standardized-and-streamlined-project-environments\"><a href=\"#standardized-and-streamlined-project-environments\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Standardized and Streamlined Project Environments</h3>\n<p>By maintaining golden Docker images for various projects, we ensured consistency and reproducibility, reducing errors and increasing overall efficiency.</p>\n<p>By leveraging cutting-edge technologies like Docker, ECS, CircleCI, Terraform, and CloudWatch, we were able to significantly improve the client's deployment efficiency, application performance, resource utilization, and cost-effectiveness.</p>\n<p>It’s important to stay agile and innovative in a rapidly evolving world, and adopting best practices isn’t an option anymore - it’s a necessity.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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+{"hash":"84515f0f4d4ac3937a680eb1b2141452079720f3","data":{"caseStudy":{"id":"d8b343ebdc067aa4dfb7c613ef37b422","title":"DevOps Success","clientId":9,"bannerText":"How We Helped A Music Distribution Company Save 90% In Infrastructure Costs.","tech":"docker","content":"<h3 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h3>\n<h2 id=\"an-optimized-platform-to-elevate-artists\"><a href=\"#an-optimized-platform-to-elevate-artists\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>An optimized platform to elevate artists</h2>\n<p>The digital music distribution industry is expected to grow to $1.68 Bn by 2030, and incumbents and insurgents need agile, scalable, and cost-effective infrastructure to remain competitive.</p>\n<p>Our client, a global leader and key player, was struggling with an outdated and inefficient deployment process that hindered their ability to innovate and scale. As their technology partners, we identified the need to modernize their platform engineering and helped them seamlessly manage distribution to 150+ digital partners, including Spotify, Apple Music, Amazon Music, Deezer, TikTok, and Tencent.</p>\n<p>Our DevOps consultants successfully migrated their deployments from Capistrano on EC2 to Docker and ECS. We set up CI/CD, automated their infrastructure setup using Terraform, and set up observability dashboards to modernize their infrastructure practices.</p>\n<p>This case study outlines the challenges, solutions, and results of this transformative project.</p>\n<h3 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h3>\n<h2 id=\"decoding-dissonance-in-distribution-infrastructure\"><a href=\"#decoding-dissonance-in-distribution-infrastructure\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Decoding dissonance in distribution infrastructure</h2>\n<p>Right off the bat, we found gaps in their infrastructure setup.</p>\n<h3 id=\"outdated-deployment-process\"><a href=\"#outdated-deployment-process\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Outdated Deployment Process</h3>\n<p>Capistrano on EC2 had become inefficient and time-consuming as our client’s infrastructure and application needs had grown.</p>\n<h3 id=\"limited-performance-visibility\"><a href=\"#limited-performance-visibility\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Limited Performance Visibility</h3>\n<p>The lack of comprehensive monitoring and logging tools made it difficult to identify performance bottlenecks and areas for improvement.</p>\n<h3 id=\"inefficient-scaling-and-resource-utilization\"><a href=\"#inefficient-scaling-and-resource-utilization\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Inefficient Scaling and Resource Utilization</h3>\n<p>The existing autoscaling solution was suboptimal, increasing costs and resource wastage.</p>\n<h3 id=\"memory-leak-issues\"><a href=\"#memory-leak-issues\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Memory Leak Issues</h3>\n<p>The application was experiencing memory leaks, negatively impacting performance and stability.</p>\n<h3 id=\"inconsistent-project-environments\"><a href=\"#inconsistent-project-environments\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Inconsistent Project Environments</h3>\n<p>Our client needed a standardized and streamlined environment for various projects to ensure consistency and reproducibility.</p>\n<h3 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h3>\n<h2 id=\"rethinking-infrastructure-to-orchestrate-success\"><a href=\"#rethinking-infrastructure-to-orchestrate-success\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Rethinking infrastructure to orchestrate success</h2>\n<p>This was our plan of action to optimize our client’s infrastructure costs.</p>\n<h3 id=\"custom-autoscaling-scripts-for-sqs-workers\"><a href=\"#custom-autoscaling-scripts-for-sqs-workers\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Custom autoscaling scripts for SQS workers</h3>\n<p>To optimize resource utilization and cost-efficiency, we developed custom auto-scaling scripts using AWS Lambda functions that dynamically scaled the number of workers based on the queue size. In this process, we also collaborated with the backend engineering team to move from Sidekiq to SQS.</p>\n<p>This allowed us to set up custom CloudWatch metrics on queue length and visualize them on the dashboard. This approach saved the client approximately 50% of the cost of these workloads, while maintaining optimal performance. A further effort by the backend engineering team to rewrite the service from Rails to Go reduced it to 10% of the original cost.</p>\n<h3 id=\"migrating-to-docker-and-ecs\"><a href=\"#migrating-to-docker-and-ecs\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Migrating to Docker and ECS</h3>\n<p>We began by containerizing our client’s applications using Docker, which allowed for easier packaging and distribution of their applications. This was essential to modernize the tech stack.</p>\n<p>Containerizing your workloads enables you to treat your infrastructure as cattle rather than pets. Docker facilitated the transition from Capistrano on EC2-based deployments to the Amazon Elastic Container Service (ECS), a more scalable and efficient container orchestration service. This migration enabled faster and more reliable deployments, simplified management, and better resource utilization.</p>\n<h3 id=\"implementing-circleci-and-codepipeline\"><a href=\"#implementing-circleci-and-codepipeline\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Implementing CircleCI and CodePipeline</h3>\n<p>To replace the existing Jenkins-based deployment process, we implemented CircleCI, a modern and user-friendly Continuous Integration and Continuous Deployment (CI/CD) tool. CircleCI streamlined the deployment pipeline, providing better visibility into failing tests. We also set up CodePipeline to automate the deployment and visualize the value stream map.</p>\n<h3 id=\"automating-ecs-setup-with-terraform\"><a href=\"#automating-ecs-setup-with-terraform\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Automating ECS setup with Terraform</h3>\n<p>We enhanced infrastructure management using Terraform, an Infrastructure as Code (IaC) tool, to automate the provisioning and management of the client's ECS setup. Terraform's declarative configuration files ensured that the infrastructure was consistent, easily reproducible, and versioned, reducing the risk of human error and streamlining ongoing maintenance.</p>\n<h3 id=\"setting-up-cloudwatch-and-grafana-dashboards\"><a href=\"#setting-up-cloudwatch-and-grafana-dashboards\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Setting up CloudWatch and Grafana dashboards</h3>\n<p>Our consultants set up Amazon CloudWatch dashboards to provide comprehensive monitoring and logging for the client's applications. These dashboards exposed essential metrics and logs, allowing the client to quickly identify and address performance bottlenecks and improve the overall quality of their services. We also set up Grafana dashboards to surface business-level metrics on album deliveries and errors across various stores.\nAddressing memory leaks with jemalloc</p>\n<p>In collaboration with our client’s engineers, we identified and addressed memory leaks in their applications by moving to jemalloc, a memory allocator library that reduces fragmentation and improves efficiency. This change resulted in improved application stability and performance.</p>\n<h3 id=\"maintaining-golden-docker-images-for-various-projects\"><a href=\"#maintaining-golden-docker-images-for-various-projects\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Maintaining golden Docker images for various projects</h3>\n<p>We maintained golden Docker images for each project to ensure consistent and reproducible environments across the client's projects. These images served as the foundation for all project deployments, containing preconfigured environments and dependencies tailored to each project's specific needs. This standardization streamlined development and deployment processes, reducing errors and inconsistencies while increasing overall efficiency.</p>\n<h3 id=\"outcomes\"><a href=\"#outcomes\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Outcomes</h3>\n<h2 id=\"the-high-notes\"><a href=\"#the-high-notes\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The high notes</h2>\n<p>Our platform engineering work showcased the transformative power of modernizing infrastructure and deployment processes.</p>\n<h3 id=\"improved-deployment-efficiency\"><a href=\"#improved-deployment-efficiency\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Improved Deployment Efficiency</h3>\n<p>By migrating to Docker and ECS and implementing CircleCI and CodePipeline, we significantly streamlined the deployment process, resulting in faster and more reliable deployments.</p>\n<h3 id=\"enhanced-monitoring-and-visibility\"><a href=\"#enhanced-monitoring-and-visibility\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Enhanced Monitoring and Visibility</h3>\n<p>The CloudWatch dashboards provided crucial performance insights, helping them proactively address bottlenecks and improve service quality.</p>\n<h3 id=\"cost-savings-via-optimized-scaling\"><a href=\"#cost-savings-via-optimized-scaling\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Cost Savings Via Optimized Scaling</h3>\n<p>The custom auto-scaling scripts for distribution workers led to a 90% cost reduction for these workloads while maintaining optimal performance.</p>\n<h3 id=\"increased-application-stability\"><a href=\"#increased-application-stability\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Increased Application Stability</h3>\n<p>By addressing memory leaks with jemalloc, we improved the stability and performance of their applications, resulting in a better overall user experience.</p>\n<h3 id=\"standardized-and-streamlined-project-environments\"><a href=\"#standardized-and-streamlined-project-environments\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Standardized and Streamlined Project Environments</h3>\n<p>By maintaining golden Docker images for various projects, we ensured consistency and reproducibility, reducing errors and increasing overall efficiency.</p>\n<p>By leveraging cutting-edge technologies like Docker, ECS, CircleCI, Terraform, and CloudWatch, we were able to significantly improve the client's deployment efficiency, application performance, resource utilization, and cost-effectiveness.</p>\n<p>It’s important to stay agile and innovative in a rapidly evolving world, and adopting best practices isn’t an option anymore - it’s a necessity.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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diff --git a/assets/data/works/docgenai/index.json b/assets/data/works/docgenai/index.json
index e0a42905..2c314622 100644
--- a/assets/data/works/docgenai/index.json
+++ b/assets/data/works/docgenai/index.json
@@ -1 +1 @@
-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"6f4a88e743869ec36d5f716ecd92a9f5","title":"GenAI for Document Data","clientId":6,"bannerText":"Leveraging GenAI for Document Data Extraction","tech":"python, gcloud, chatgpt","content":"<style>\n  h3 {\n    font-size: 28px;\n  }\n</style>\n<h1 id=\"overview\"><a href=\"#overview\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Overview</h1>\n<h2 id=\"how-do-you-identify-the-right-genai-use-case-for-your-business\"><a href=\"#how-do-you-identify-the-right-genai-use-case-for-your-business\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How do you identify the right GenAI use case for your business?</h2>\n<p>In the era of rapidly evolving technologies, numerous companies, inspired by the hype surrounding GenAI, aspire to integrate it into their operations. However, many find themselves at a crossroads, unsure of how to take the crucial first step. </p>\n<p>This case study sheds light on how Tarka Labs assisted GAEA Global, a leader in supply chain solutions, in identifying the most suitable GenAI solution for their domain specific needs.</p>\n<h1 id=\"challenge\"><a href=\"#challenge\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenge</h1>\n<h2 id=\"extract-structured-data-from-maintenance-logs-and-audit-reports\"><a href=\"#extract-structured-data-from-maintenance-logs-and-audit-reports\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Extract structured data from maintenance logs and audit reports</h2>\n<p>Maintenance logs and audit reports come in different formats and are paper based. These reports are filled by hand and are archived for future reference. There are lots of business opportunities like improving operational efficiency if this treasure trove of data is digitized. Given the sheer number of different templates, building a system in a traditional sense is very time consuming and costly.</p>\n<figure>\n  <img src=\"/docgenai/maint-log.jpg\" alt=\"Maintenance log page\" />\n  <figcaption>A sample document used for auditing</figcaption>\n</figure>\n<h1 id=\"objective\"><a href=\"#objective\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Objective</h1>\n<h2 id=\"build-a-solution-that-can-work-well-with-different-templates-and-layouts\"><a href=\"#build-a-solution-that-can-work-well-with-different-templates-and-layouts\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Build a solution that can work well with different templates and layouts</h2>\n<p>Our objective was to solve this problem using latest techniques powered by LLMs / ML models in achieving the following</p>\n<ul>\n<li>Extract the data across different reports and store it in a form that can be consumed and processed downstream</li>\n<li>Identify the structure (fields, tables) of the report and create a schema that can be used for creating digital forms for collecting data digitally</li>\n</ul>\n<h1 id=\"approach\"><a href=\"#approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Approach</h1>\n<p>There are lots of ML powered document data extraction tools available and some are powered by LLM based AI models. We started scouting the landscape for best possible options out there and started experimenting with the top contenders in a short span of <strong>two weeks</strong> to decide on each offering capabilities.</p>\n<h2 id=\"google-document-ai\"><a href=\"#google-document-ai\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Google Document AI</h2>\n<p><a href=\"https://cloud.google.com/document-ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google Document AI</a> offers document processors that are pretrained ML models which can extract data for a specific set of documents like license card, invoice, etc. For our use case, we have to fine tune a model with a few hundreds of documents for it to extract the contextual data. This, when done, will definitely work, what we wanted was a zero shot training model so that it can work for the different types of documents that GAEA’s customers will have. </p>\n<figure>\n  <img src=\"/docgenai/google-doc-ai1.png\" alt=\"Google document AI page\" style=\"border:1px solid black\" />\n  <figcaption>Snapshot of Google Document AI processors offerings</figcaption>\n</figure>\n<p>Here is the summary of our observations experimenting with different document processors</p>\n<h3 id=\"document-ocr\"><a href=\"#document-ocr\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Document OCR</h3>\n<p>This processor is a plain OCR implementation that will extract the text from the given image / pdf document without any structure. All the text will be pretty much put together as blobs without any logical separation. Tabular data will not make any sense as it does not identify the columnar groupings. This was definitely not going to work for our use case</p>\n<h3 id=\"form-parser\"><a href=\"#form-parser\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Form Parser</h3>\n<p>This processor is specialized to extract key value pairs from the given document. Which is what we would need for our use case. When we tried with different format documents, we noticed that it is able to extract around 80% of the keys and values correctly. It was also capable of understanding handwritten text and most of the time was able to infer it correctly</p>\n<h3 id=\"custom-extractor\"><a href=\"#custom-extractor\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Custom Extractor</h3>\n<p>Google Document AI also offers Generative AI powered extractors that can identify the structure of the data better. We can also configure the keys to be extracted from the given documents. Even though there is a manual step of defining the keys (to improve the success rate of extraction), we were able to observe that this yielded better results in extracting all the needed fields values from the passed documents</p>\n<figure>\n  <img src=\"/docgenai/google-workbench.png\" alt=\"Google document workbench page\" style=\"border:1px solid black\" />\n  <figcaption>Generative AI powered Custom Extractor</figcaption>\n</figure>\n<h3 id=\"our-hybrid-approach\"><a href=\"#our-hybrid-approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Our hybrid approach</h3>\n<p>We found that the form parser was able to extract most of the keys from the given document but the custom extractor which was powered by generative AI was able to extract the values better given the keys are already configured. So, we tried a hybrid approach where we glued together both the processors (as they have APIs) and passed our documents through this.</p>\n<p>Much to our delight, this approach worked better than using these processors in isolation. But read through the end of this article to find out how this fared in comparison to ChatGPT4.</p>\n<figure>\n  <img src=\"/docgenai/tarka-approach.png\" alt=\"block diagram showing tarka labs approach\" />\n  <figcaption>Tarka Labs Hybrid approach</figcaption>\n</figure>\n<h2 id=\"chatgpt4\"><a href=\"#chatgpt4\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>ChatGPT4</h2>\n<p>No Generative AI discussion is complete without comparing it with ChatGPT4 (gold standard as of Jan 2024) and we also were curious to find out how it can perform given that ChatGPT4 is multimodal (it can understand images). So, we created a small script to call its API passing each page of our document as an image to see how much it can infer.</p>\n<p>Much to our surprise, We were able to see ChatGPT4 performing much better in extracting almost all the keys and values without any predefined keys extraction and configuration as we did in our hybrid approach. </p>\n<p>But, The biggest downside of this approach is that we cannot tweak the output in any way. Meaning, we just have to be happy with what it gives as we cannot nudge it by specifying how to extract some parts of complex table structure or multi column structure.</p>\n<h1 id=\"conclusion\"><a href=\"#conclusion\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Conclusion</h1>\n<p>Based on this activity we did over a period of 2 weeks, We have consolidated our learnings and challenges we foresee in this space in this section. Given the Generative AI space is fast evolving and the understanding of the LLMs is astronomically increasing as time passes, It should be noted that these findings might have a short life span (welcome the AI driven world where the cycle time for innovation is drastically reducing).</p>\n<p>While zero shot training approaches (Form Parser / ChatGPT) get us faster to production, We don’t have much control to tweak the results to improve the accuracy. If this data is going to be part of a critical business flow, Then this approach will not work well.</p>\n<p>Alternatively, If we can spend time to customize or finetune what we wanted to extract (Custom extractor / Hybrid approach), Even though we spend initial effort to define keys that need to be extracted for the given bucket of documents, its accuracy of data extraction will be higher and predictable.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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+{"hash":"84515f0f4d4ac3937a680eb1b2141452079720f3","data":{"caseStudy":{"id":"6f4a88e743869ec36d5f716ecd92a9f5","title":"GenAI for Document Data","clientId":6,"bannerText":"Leveraging GenAI for Document Data Extraction","tech":"python, gcloud, chatgpt","content":"<style>\n  h3 {\n    font-size: 28px;\n  }\n</style>\n<h1 id=\"overview\"><a href=\"#overview\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Overview</h1>\n<h2 id=\"how-do-you-identify-the-right-genai-use-case-for-your-business\"><a href=\"#how-do-you-identify-the-right-genai-use-case-for-your-business\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How do you identify the right GenAI use case for your business?</h2>\n<p>In the era of rapidly evolving technologies, numerous companies, inspired by the hype surrounding GenAI, aspire to integrate it into their operations. However, many find themselves at a crossroads, unsure of how to take the crucial first step. </p>\n<p>This case study sheds light on how Tarka Labs assisted GAEA Global, a leader in supply chain solutions, in identifying the most suitable GenAI solution for their domain specific needs.</p>\n<h1 id=\"challenge\"><a href=\"#challenge\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenge</h1>\n<h2 id=\"extract-structured-data-from-maintenance-logs-and-audit-reports\"><a href=\"#extract-structured-data-from-maintenance-logs-and-audit-reports\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Extract structured data from maintenance logs and audit reports</h2>\n<p>Maintenance logs and audit reports come in different formats and are paper based. These reports are filled by hand and are archived for future reference. There are lots of business opportunities like improving operational efficiency if this treasure trove of data is digitized. Given the sheer number of different templates, building a system in a traditional sense is very time consuming and costly.</p>\n<figure>\n  <img src=\"/docgenai/maint-log.jpg\" alt=\"Maintenance log page\" />\n  <figcaption>A sample document used for auditing</figcaption>\n</figure>\n<h1 id=\"objective\"><a href=\"#objective\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Objective</h1>\n<h2 id=\"build-a-solution-that-can-work-well-with-different-templates-and-layouts\"><a href=\"#build-a-solution-that-can-work-well-with-different-templates-and-layouts\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Build a solution that can work well with different templates and layouts</h2>\n<p>Our objective was to solve this problem using latest techniques powered by LLMs / ML models in achieving the following</p>\n<ul>\n<li>Extract the data across different reports and store it in a form that can be consumed and processed downstream</li>\n<li>Identify the structure (fields, tables) of the report and create a schema that can be used for creating digital forms for collecting data digitally</li>\n</ul>\n<h1 id=\"approach\"><a href=\"#approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Approach</h1>\n<p>There are lots of ML powered document data extraction tools available and some are powered by LLM based AI models. We started scouting the landscape for best possible options out there and started experimenting with the top contenders in a short span of <strong>two weeks</strong> to decide on each offering capabilities.</p>\n<h2 id=\"google-document-ai\"><a href=\"#google-document-ai\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Google Document AI</h2>\n<p><a href=\"https://cloud.google.com/document-ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google Document AI</a> offers document processors that are pretrained ML models which can extract data for a specific set of documents like license card, invoice, etc. For our use case, we have to fine tune a model with a few hundreds of documents for it to extract the contextual data. This, when done, will definitely work, what we wanted was a zero shot training model so that it can work for the different types of documents that GAEA’s customers will have. </p>\n<figure>\n  <img src=\"/docgenai/google-doc-ai1.png\" alt=\"Google document AI page\" style=\"border:1px solid black\" />\n  <figcaption>Snapshot of Google Document AI processors offerings</figcaption>\n</figure>\n<p>Here is the summary of our observations experimenting with different document processors</p>\n<h3 id=\"document-ocr\"><a href=\"#document-ocr\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Document OCR</h3>\n<p>This processor is a plain OCR implementation that will extract the text from the given image / pdf document without any structure. All the text will be pretty much put together as blobs without any logical separation. Tabular data will not make any sense as it does not identify the columnar groupings. This was definitely not going to work for our use case</p>\n<h3 id=\"form-parser\"><a href=\"#form-parser\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Form Parser</h3>\n<p>This processor is specialized to extract key value pairs from the given document. Which is what we would need for our use case. When we tried with different format documents, we noticed that it is able to extract around 80% of the keys and values correctly. It was also capable of understanding handwritten text and most of the time was able to infer it correctly</p>\n<h3 id=\"custom-extractor\"><a href=\"#custom-extractor\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Custom Extractor</h3>\n<p>Google Document AI also offers Generative AI powered extractors that can identify the structure of the data better. We can also configure the keys to be extracted from the given documents. Even though there is a manual step of defining the keys (to improve the success rate of extraction), we were able to observe that this yielded better results in extracting all the needed fields values from the passed documents</p>\n<figure>\n  <img src=\"/docgenai/google-workbench.png\" alt=\"Google document workbench page\" style=\"border:1px solid black\" />\n  <figcaption>Generative AI powered Custom Extractor</figcaption>\n</figure>\n<h3 id=\"our-hybrid-approach\"><a href=\"#our-hybrid-approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Our hybrid approach</h3>\n<p>We found that the form parser was able to extract most of the keys from the given document but the custom extractor which was powered by generative AI was able to extract the values better given the keys are already configured. So, we tried a hybrid approach where we glued together both the processors (as they have APIs) and passed our documents through this.</p>\n<p>Much to our delight, this approach worked better than using these processors in isolation. But read through the end of this article to find out how this fared in comparison to ChatGPT4.</p>\n<figure>\n  <img src=\"/docgenai/tarka-approach.png\" alt=\"block diagram showing tarka labs approach\" />\n  <figcaption>Tarka Labs Hybrid approach</figcaption>\n</figure>\n<h2 id=\"chatgpt4\"><a href=\"#chatgpt4\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>ChatGPT4</h2>\n<p>No Generative AI discussion is complete without comparing it with ChatGPT4 (gold standard as of Jan 2024) and we also were curious to find out how it can perform given that ChatGPT4 is multimodal (it can understand images). So, we created a small script to call its API passing each page of our document as an image to see how much it can infer.</p>\n<p>Much to our surprise, We were able to see ChatGPT4 performing much better in extracting almost all the keys and values without any predefined keys extraction and configuration as we did in our hybrid approach. </p>\n<p>But, The biggest downside of this approach is that we cannot tweak the output in any way. Meaning, we just have to be happy with what it gives as we cannot nudge it by specifying how to extract some parts of complex table structure or multi column structure.</p>\n<h1 id=\"conclusion\"><a href=\"#conclusion\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Conclusion</h1>\n<p>Based on this activity we did over a period of 2 weeks, We have consolidated our learnings and challenges we foresee in this space in this section. Given the Generative AI space is fast evolving and the understanding of the LLMs is astronomically increasing as time passes, It should be noted that these findings might have a short life span (welcome the AI driven world where the cycle time for innovation is drastically reducing).</p>\n<p>While zero shot training approaches (Form Parser / ChatGPT) get us faster to production, We don’t have much control to tweak the results to improve the accuracy. If this data is going to be part of a critical business flow, Then this approach will not work well.</p>\n<p>Alternatively, If we can spend time to customize or finetune what we wanted to extract (Custom extractor / Hybrid approach), Even though we spend initial effort to define keys that need to be extracted for the given bucket of documents, its accuracy of data extraction will be higher and predictable.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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diff --git a/assets/data/works/docgenai/index.json.gz b/assets/data/works/docgenai/index.json.gz
index ec41907312a3fe5d511a314c078bf9eff7fb1820..1ef2ed8faa5d36e383e43d454df6c409c9f9b403 100644
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Their vision was to infuse magic into brand campaigns by transforming social content into visually compelling stories.</p>\n<h1 id=\"scope\"><a href=\"#scope\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Scope</h1>\n<h2 id=\"building-billboards-worth-a-million-words\"><a href=\"#building-billboards-worth-a-million-words\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Building billboards worth a million words.</h2>\n<p>With Fankave, we primarily worked on building highly immersive and creative visualisations for image and video-driven social campaigns. Our team was also involved in setting up CI/CD for their solutions, and collaborated with their Aggregator Platform team on minor enhancements.</p>\n<div>\n  <video src=\"/fankave/demo1.mp4\" autoplay muted loop/>\n</div>\n<h1 id=\"research\"><a href=\"#research\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Research</h1>\n<h2 id=\"our-roadmap-from-ideas-to-execution\"><a href=\"#our-roadmap-from-ideas-to-execution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Our roadmap from ideas to execution.</h2>\n<p>With creative visualizations, the biggest challenge is to unify an envisioned idea with sound technical implementations that can adapt and evolve in line with the latest trends.</p>\n<p>Our primary focus was to build solutions that could evolve over time, since digital visualizations need to retain the competitive advantage of being fresh, adaptive and cutting-edge, compared to traditional dashboards.</p>\n<p>Our team decided to build the visualizations like responsive web pages with HTML, CSS, and Javascript, for greater flexibility in rendering the components and simplified data updates. 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diff --git a/assets/data/works/farmstead/index.json b/assets/data/works/farmstead/index.json
index 80b16a33..e654010a 100644
--- a/assets/data/works/farmstead/index.json
+++ b/assets/data/works/farmstead/index.json
@@ -1 +1 @@
-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"656b98e559a9b92f41429266d7122063","title":"Farmstead","clientId":14,"bannerText":"Delivering farm-to-fridge groceries with an innovative AI-powered platform.","tech":"react,ruby,rails,javascript","content":"<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<p>Farmstead is a farm-to-fridge grocery delivery startup with a vision to reduce food wastage through AI solutions, for optimized inventory and last-mile logistics.</p>\n<p>The team at Farmstead approached us to restructure their front-end and back-end codebase for improved performance, a more immersive and intuitive user experience, and for optimizing their complete backend operations.</p>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<p>Farmstead was a rapidly growing startup, so our primary challenge was to iterate the product development at a much faster pace.</p>\n<p>Our team was prepared to Identify bottlenecks and refactor problem areas, while driving feature additions at the same time.</p>\n<p>We devised an agile plan to accommodate minor and time-sensitive refactorings, while creating a project structure that allowed all developers to adapt and optimize the app during feature development through opportunistic refactoring (the boy scout rule).</p>\n<p>Our primary focus was to establish flexible standards to deliver key features, while ensuring that the changes accommodated different styles and standards in the same codebase.</p>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<p>Since our plan for Farmstead was comprehensive, we adopted a strategic approach that would help us refactor the code in parts, while continuing to build, test and deliver new and improved features.</p>\n<p>We began by streamlining the unit and end-to-end tests. This was done by setting up factories and helper methods that could be used for new features.</p>\n<h3 id=\"reimagining-the-react-front-end\"><a href=\"#reimagining-the-react-front-end\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Reimagining the React front-end</h3>\n<p>Our team started with re-organizing the front-end codebase into a robust React application, and set standards for the codebase. 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This was done by setting up factories and helper methods that could be used for new features.</p>\n<h3 id=\"reimagining-the-react-front-end\"><a href=\"#reimagining-the-react-front-end\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Reimagining the React front-end</h3>\n<p>Our team started with re-organizing the front-end codebase into a robust React application, and set standards for the codebase. We reimagined and streamlined the end-to-end shopping experience for the user.</p>\n<p>After initial research, we also integrated Redux into the React app and designed it to be functional, independent and separable from the monolith that it was under.</p>\n<p>During the front-end rehaul, we organized all CSS styles into comprehensive stylesheets and enabled consistent CX across the application.</p>\n<h3 id=\"rebuilding-a-robust-back-end\"><a href=\"#rebuilding-a-robust-back-end\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Rebuilding a robust back-end</h3>\n<p>Our consultants initiated back-end refactoring by separating JSON-serving endpoints and HTML-serving endpoints.</p>\n<p>We optimized and reduced the overall response time by moving and monitoring all JSON serving endpoints, and studying the responses they were serving.</p>\n<p>Building a modular system and refactoring the codebase into separate modules across the application helped us reduce duplication.</p>\n<h3 id=\"integrating-improved-app-features\"><a href=\"#integrating-improved-app-features\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Integrating improved app features</h3>\n<p>We developed and deployed some critical features for the application:</p>\n<ul>\n<li>Migrating the app from one location to serve multiple locations</li>\n<li>Streamlining driver allocation and routing systems to reduce driving time</li>\n<li>Increasing driver occupancy through intelligent driver allocation and routing</li>\n<li>Automating warehouse management to accelerate the shelf-to-pack time</li>\n</ul>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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diff --git a/assets/data/works/ge/index.json b/assets/data/works/ge/index.json
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diff --git a/assets/data/works/genetic-direction/index.json b/assets/data/works/genetic-direction/index.json
index 8bf50ddc..ee364702 100644
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+++ b/assets/data/works/genetic-direction/index.json
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-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"34e508de40d4dfc6a14b352d62b3bce9","title":"Pdf Engine","clientId":5,"bannerText":"Innovative, data rich and highly customized PDFs, generated on demand based on user DNA profiles.","tech":"ruby,rails,hexapdf,prawnpdf,imagemagick","content":"<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<p>With Genetic Direction, we had our first foray into DNA-driven precision medicine.</p>\n<p>Genetic Direction is on a mission to help people understand their bodies better, and learn how their DNA profiles uniquely influence aging, the ability to lose weight and micronutrients absorption. The team at Genetic Direction develops programs that assist individuals in modifying their lifestyle based on their genetic predisposition, and add an important dimension to standard and personalized medical intervention.</p>\n<p>The company was created in 2015 by veterans and thought leaders from the wellness and health management industries, with a mission to understand:</p>\n<ul>\n<li>How specific genes process carbohydrates, fat, proteins and micronutrients</li>\n<li>How specific genes determine the effectiveness of fitness activities</li>\n</ul>\n<p>With the advent of genetic testing and advanced studies of the human genome, Genetic Direction tailors fitness and health management programs based on genetic predisposition. Their suite of programs cover a wide variety of lifestyle challenges, DNA-driven weight management, healthy aging, and comprehensive micronutrient predisposition analysis.</p>\n<p>Users can order test kits from Genetic Direction online and share their samples through mail. The expert team at Genetic Direction carries out a detailed analysis of the user's sample and generates extensive and highly visual reports on the DNA genotype, risk profile, and a roadmap to better health. They also support users with instant access to resources like videos, articles, and recipes.</p>\n<p>Genetic Direction approached us with a key challenge. They wanted to build a PDF engine that could automatically generate visually rich and data-driven reports from a user's DNA profile - for a simple and seamless document that could be shared with users.</p>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<p>Genetic Direction faced an unprecedented rise in the customer base, which increased their cost per PDF generation to uneconomical levels - especially since this was a recurring cost. To add to this, their existing PDF solution wasn't optimal, very slow and unresponsive during heavy loads. All requests for changes in the PDF were slow and inefficient, which was a bottleneck for their agility.</p>\n<p>We had to find a workaround for these key challenges.</p>\n<h1 id=\"our-research\"><a href=\"#our-research\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Our Research</h1>\n<p>During our research, we understood that the genetic reports needed graphical and dynamic content, based on the user’s profile. It was also important that these PDFs were simple and accessible.</p>\n<p>Before their engagement with our team at Tarka Labs, Genetic Direction outsourced PDF generation to an external technology partner. They were planning to build a PDF engine and host it themselves to save their recurring costs from generating PDFs, but the big catch here was that the solution was not readily available and that their templates were quite complex (40 - 50 pages) with lots of dynamic data.</p>\n<p>We proposed to build a proof of concept to assess the feasibility of such an engine that would meet all their needs.</p>\n<p>After 2 weeks of development (with 2 developers) and constant collaboration with the client on their requirements, we built a proof of concept engine that met all their possible needs for PDF generation.</p>\n<ul>\n<li>Ability to select a different page for a section based on the user’s DNA profiling info</li>\n<li>Ability to add sliders/indicators (graphic elements) to selected pages based on the users DNA profiling info (user traits)</li>\n<li>Customized footer and headers (with page numbers)</li>\n<li>Integrated pie charts/bar diagrams</li>\n<li>Customizable and hidden/open sections based on the user’s gender</li>\n</ul>\n<p>After validating our model for a standalone PDF engine, we proposed the estimated cost and duration to kick-start the project with 2 developers (one lead and one junior dev). Our team completed all the requirements in 5 weeks with 99% unit test coverage and visual function tests.</p>\n<p>Here’s how we enabled automated testing of generated PDFs.</p>\n<div class=\"testimonial-placeholder\" data-id=\"3\"></div>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<p>The PDF engine was built to be highly customizable for all kinds of documentation, across users. It's controlled by a JSON file that defines all the sections in order, and determines the templates to be used in each section. All the template names are variable and are controlled by the user data, when the report is generated.</p>\n<p>User data also determines the pages that go into each section, and this information is dynamically stitched using PDF generation. Some pages need graphics for greater clarity and readability, so based on the user data, the appropriate chart is picked and placed in predefined parts of the page.</p>\n<p>Once the pages are stitched, the engine adds the page numbers in the footer and adds a customized header.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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The team at Genetic Direction develops programs that assist individuals in modifying their lifestyle based on their genetic predisposition, and add an important dimension to standard and personalized medical intervention.</p>\n<p>The company was created in 2015 by veterans and thought leaders from the wellness and health management industries, with a mission to understand:</p>\n<ul>\n<li>How specific genes process carbohydrates, fat, proteins and micronutrients</li>\n<li>How specific genes determine the effectiveness of fitness activities</li>\n</ul>\n<p>With the advent of genetic testing and advanced studies of the human genome, Genetic Direction tailors fitness and health management programs based on genetic predisposition. Their suite of programs cover a wide variety of lifestyle challenges, DNA-driven weight management, healthy aging, and comprehensive micronutrient predisposition analysis.</p>\n<p>Users can order test kits from Genetic Direction online and share their samples through mail. The expert team at Genetic Direction carries out a detailed analysis of the user's sample and generates extensive and highly visual reports on the DNA genotype, risk profile, and a roadmap to better health. They also support users with instant access to resources like videos, articles, and recipes.</p>\n<p>Genetic Direction approached us with a key challenge. They wanted to build a PDF engine that could automatically generate visually rich and data-driven reports from a user's DNA profile - for a simple and seamless document that could be shared with users.</p>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<p>Genetic Direction faced an unprecedented rise in the customer base, which increased their cost per PDF generation to uneconomical levels - especially since this was a recurring cost. To add to this, their existing PDF solution wasn't optimal, very slow and unresponsive during heavy loads. All requests for changes in the PDF were slow and inefficient, which was a bottleneck for their agility.</p>\n<p>We had to find a workaround for these key challenges.</p>\n<h1 id=\"our-research\"><a href=\"#our-research\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Our Research</h1>\n<p>During our research, we understood that the genetic reports needed graphical and dynamic content, based on the user’s profile. It was also important that these PDFs were simple and accessible.</p>\n<p>Before their engagement with our team at Tarka Labs, Genetic Direction outsourced PDF generation to an external technology partner. They were planning to build a PDF engine and host it themselves to save their recurring costs from generating PDFs, but the big catch here was that the solution was not readily available and that their templates were quite complex (40 - 50 pages) with lots of dynamic data.</p>\n<p>We proposed to build a proof of concept to assess the feasibility of such an engine that would meet all their needs.</p>\n<p>After 2 weeks of development (with 2 developers) and constant collaboration with the client on their requirements, we built a proof of concept engine that met all their possible needs for PDF generation.</p>\n<ul>\n<li>Ability to select a different page for a section based on the user’s DNA profiling info</li>\n<li>Ability to add sliders/indicators (graphic elements) to selected pages based on the users DNA profiling info (user traits)</li>\n<li>Customized footer and headers (with page numbers)</li>\n<li>Integrated pie charts/bar diagrams</li>\n<li>Customizable and hidden/open sections based on the user’s gender</li>\n</ul>\n<p>After validating our model for a standalone PDF engine, we proposed the estimated cost and duration to kick-start the project with 2 developers (one lead and one junior dev). Our team completed all the requirements in 5 weeks with 99% unit test coverage and visual function tests.</p>\n<p>Here’s how we enabled automated testing of generated PDFs.</p>\n<div class=\"testimonial-placeholder\" data-id=\"3\"></div>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<p>The PDF engine was built to be highly customizable for all kinds of documentation, across users. It's controlled by a JSON file that defines all the sections in order, and determines the templates to be used in each section. All the template names are variable and are controlled by the user data, when the report is generated.</p>\n<p>User data also determines the pages that go into each section, and this information is dynamically stitched using PDF generation. 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diff --git a/assets/data/works/glydel/index.json b/assets/data/works/glydel/index.json
index 5cd910a2..2470429c 100644
--- a/assets/data/works/glydel/index.json
+++ b/assets/data/works/glydel/index.json
@@ -1 +1 @@
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diff --git a/assets/data/works/hotstar/index.json b/assets/data/works/hotstar/index.json
index 9b2f1d85..efefe924 100644
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+++ b/assets/data/works/hotstar/index.json
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-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"4f832b99277f092bdbca85f0c149cc79","title":"Hotstar","clientId":27,"bannerText":"How to build mobile user interfaces that are fluid?","tech":"swift, ios","content":"<style>\n  figure {\n    text-align: center;\n  }\n  .casestudy figure img {\n      height:600px; \n      width: auto !important;\n    }\n</style>\n<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"we-joined-hands-with-hotstar-in-augmenting-their-team-to-build-their-next-generation-mobile-experience\"><a href=\"#we-joined-hands-with-hotstar-in-augmenting-their-team-to-build-their-next-generation-mobile-experience\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>We joined hands with Hotstar in augmenting their team to build their next generation mobile experience</h2>\n<p>Hotstar is an online video streaming platform that offers a variety of content, including drama, movies, and live sports. It is owned by The Walt Disney Company India and operated by Disney Streaming, both part of Disney Entertainment. Hotstar is one of the dominant streaming services in India, with over 300 million active users.</p>\n<p>In their mission to build next generation mobile experience, Internal design team redesigned their mobile app for better user experience and to improve the user retention.</p>\n<p>As experts in iOS development, we were engaged to enrich their internal team to make this redesign a reality with sound software development principles.</p>\n<figure>\n  <img src=\"/hotstar/one.png\" alt=\"Hotstar mobile app view\" />\n</figure>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<h2 id=\"how-will-you-organise-fluid-design-components-that-are-composable-customizable-and-reusable\"><a href=\"#how-will-you-organise-fluid-design-components-that-are-composable-customizable-and-reusable\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How will you organise fluid design components that are composable, customizable and reusable?</h2>\n<p>The mobile application was designed with motion design principles. This means, every component will animate in harmony with other components based on the user interations like scroll, swipe and click. Building an iOS mobile application that is interaction rich with reusable components is not a simple task as it would need proper abstraction and well planned component composition.</p>\n<h2 id=\"how-will-you-handle-different-animations-happening-at-the-same-time\"><a href=\"#how-will-you-handle-different-animations-happening-at-the-same-time\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How will you handle different animations happening at the same time?</h2>\n<h3 id=\"gesture-based-animations\"><a href=\"#gesture-based-animations\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Gesture-based animations</h3>\n<p>We needed to implement both vertical as well as horizontal animations that could be triggered by a scroll gesture from the user. The type of animation in each direction was different - vertically, we needed a parallax animation, whereas horizontally, we needed a pan animation with crossfading and movement offsets.\nApart from the above, we also needed to support a slow panning gesture as well as a fast flick gesture, and also needed to auto-complete the animation when the pan gesture crossed a particular threshold. </p>\n<h3 id=\"timed-animations\"><a href=\"#timed-animations\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Timed animations</h3>\n<p>Not only did the animations need to work when the user performed a scrolling action, they also needed to run on a fixed timed interval that was determined on the backend. We needed to ensure that the user-triggered and automated animations did not conflict with each other in any way.</p>\n<h3 id=\"smooth-animations\"><a href=\"#smooth-animations\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Smooth animations</h3>\n<p>To ensure that the animations were smooth without any perceptible lags or hiccups, we needed to synchronize the animation with the device's refresh rate, whether it was 60hz or 120hz on the latest models.\nReversible animations\nWe needed to ensure that the animation could be reversed to the starting position, if the user did not complete the pan gesture fully.</p>\n<h3 id=\"infinite-scrolling\"><a href=\"#infinite-scrolling\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Infinite scrolling</h3>\n<p>If the user reached the end of the list of items in the masthead on either side, we needed to allow them to loop back to the start or end again.</p>\n<h1 id=\"solution\"><a href=\"#solution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solution</h1>\n<p>Given the multiple requirements and challenges, the solution was not as simple as just using the UIView animateWithDuration APIs to drive the animation. Here’s how we implemented it</p>\n<h2 id=\"ui-view-hierarchy\"><a href=\"#ui-view-hierarchy\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>UI view hierarchy</h2>\n<p>We used a simple UITableView to host the contents of the home page, including the masthead component. UICollectionView was a no-go, because improvements that would allow us to use it for list-like UI, such as compositional layouts, were only introduced in iOS 13. This also meant that we had to use UIKit, and not SwiftUI as that was also an iOS 13 introduction.</p>\n<p>Within the table view, each cell contained a separate component, and the masthead component was one such. The masthead itself consisted of a horizontally scrolling collection view. </p>\n<figure>\n  <img src=\"/hotstar/two.png\" alt=\"Hotstar mobile app view\" />\n</figure>\n<h2 id=\"implementing-the-vertical-scroll-parallax-animation\"><a href=\"#implementing-the-vertical-scroll-parallax-animation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Implementing the vertical scroll parallax animation</h2>\n<p>Because the root view was a table view, we were able to listen to UIScrollView delegate methods and obtain the scroll offset using the <code>scrollView:didScroll</code> method. The current scroll offset was broadcast as an event using RxSwift, and was listened to by the masthead component. The component then further broadcast it to the current visible cell of the internal collection view, where we updated the auto layout constraints to move the necessary subviews in the opposite direction of the scroll, giving a parallax effect. </p>\n<p>We used RxSwift instead of say NSNotifications, as the former allowed us to expose a type-safe BehaviourSubject containing a CGPoint of the current vertical offset. With Notifications, we would’ve needed to package the CGPoint in an untyped [String: Any] userinfo dictionary, and then cast the value when consuming the notification.</p>\n<figure>\n  <img src=\"/hotstar/three.gif\" alt=\"Hotstar mobile app view\" />\n</figure>\n<h2 id=\"implementing-the-user-triggered-horizontal-animation\"><a href=\"#implementing-the-user-triggered-horizontal-animation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Implementing the user-triggered horizontal animation</h2>\n<p>The first thing we did to support the custom animation that we wanted is to disable scrolling on the internal collection view, because we simply did not want the default scroll experience. </p>\n<p>Instead, we used a separate pan gesture, and manually transformed the collection view cells and its subviews when the gesture updated, to make it look like the collection view was scrolling during the animation. </p>\n<p>Whenever the pan gesture updated, we did the following:\nWe stored the “translation” of the pan gesture, aka the distance that the user has moved using the gesture\nTo ensure that the animation happened without any jitters or dropped frames, we used a CADisplayLink to drive it. When a display link is configured and added to the runloop, it gives us a callback everytime the screen is refreshed. In this callback, we calculated the progress of the animation based on the translation stored above. Since this happens on every refresh, no frames are missed out or dropped.\nWe then broadcast the progress to two individual cells - the current cell being animated out, and the next cell being animated in. They update their subviews accordingly - for example, the current cell would animate out the title to the side, and fade out its poster image. The next cell would animate in the title from the side, and fade in its poster.</p>\n<p>Once the animation was complete, we then scrolled the collectionview to the new indexPath, albeit without any animation of its own, so that its internal state is up-to-date with what is on screen. </p>\n<figure>\n  <img src=\"/hotstar/four.gif\" alt=\"Hotstar mobile app view\" />\n</figure>\n<h2 id=\"implementing-the-automatic-horizontal-animation\"><a href=\"#implementing-the-automatic-horizontal-animation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Implementing the automatic horizontal animation</h2>\n<p>We used a Timer instance to automatically scroll the masthead on a fixed interval, when the user wasn't actively scrolling it.</p>\n<p>When the timer got fired, we simply unpaused the display link, allowing it to drive the animation from start to finish. Instead of using a gesture’s translation to calculate progress, we used the display link’s timestamp during each of its callbacks, to determine how much time has elapsed, and then using the animation’s total duration, we arrived at the progress. Once the animation was completed, we scheduled the timer again, so that it can run one more time as needed.</p>\n<p>In some cases, we did not want the timer to fire. For example, if the user was performing some other action such as scrolling the tableview, we did not want to distract them with an auto-scrolling masthead. To achieve this, we added the timer to the main runloop using the default mode, as opposed to the common mode. In the default mode, the runloop is blocked by other events on it - in this case pausing the timer.  As an extra precaution, we also added a check to prevent it from activating whenever the pan gesture to manually scroll horizontally was active. </p>\n<h1 id=\"outcome\"><a href=\"#outcome\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Outcome</h1>\n<p>The redesigned UI of our client’s mobile app with a homepage layout consisting of both parallax vertical animations and a custom horizontal scroll transition is now available on iOS. In this day and age, it is critical for mobile apps to stand out with a polished UX that delights users, and we helped our client achieve just that with our implementation of the Masthead component</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
\ No newline at end of file
+{"hash":"84515f0f4d4ac3937a680eb1b2141452079720f3","data":{"caseStudy":{"id":"4f832b99277f092bdbca85f0c149cc79","title":"Hotstar","clientId":27,"bannerText":"How to build mobile user interfaces that are fluid?","tech":"swift, ios","content":"<style>\n  figure {\n    text-align: center;\n  }\n  .casestudy figure img {\n      height:600px; \n      width: auto !important;\n    }\n</style>\n<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"we-joined-hands-with-hotstar-in-augmenting-their-team-to-build-their-next-generation-mobile-experience\"><a href=\"#we-joined-hands-with-hotstar-in-augmenting-their-team-to-build-their-next-generation-mobile-experience\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>We joined hands with Hotstar in augmenting their team to build their next generation mobile experience</h2>\n<p>Hotstar is an online video streaming platform that offers a variety of content, including drama, movies, and live sports. It is owned by The Walt Disney Company India and operated by Disney Streaming, both part of Disney Entertainment. Hotstar is one of the dominant streaming services in India, with over 300 million active users.</p>\n<p>In their mission to build next generation mobile experience, Internal design team redesigned their mobile app for better user experience and to improve the user retention.</p>\n<p>As experts in iOS development, we were engaged to enrich their internal team to make this redesign a reality with sound software development principles.</p>\n<figure>\n  <img src=\"/hotstar/one.png\" alt=\"Hotstar mobile app view\" />\n</figure>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<h2 id=\"how-will-you-organise-fluid-design-components-that-are-composable-customizable-and-reusable\"><a href=\"#how-will-you-organise-fluid-design-components-that-are-composable-customizable-and-reusable\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How will you organise fluid design components that are composable, customizable and reusable?</h2>\n<p>The mobile application was designed with motion design principles. This means, every component will animate in harmony with other components based on the user interations like scroll, swipe and click. Building an iOS mobile application that is interaction rich with reusable components is not a simple task as it would need proper abstraction and well planned component composition.</p>\n<h2 id=\"how-will-you-handle-different-animations-happening-at-the-same-time\"><a href=\"#how-will-you-handle-different-animations-happening-at-the-same-time\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How will you handle different animations happening at the same time?</h2>\n<h3 id=\"gesture-based-animations\"><a href=\"#gesture-based-animations\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Gesture-based animations</h3>\n<p>We needed to implement both vertical as well as horizontal animations that could be triggered by a scroll gesture from the user. The type of animation in each direction was different - vertically, we needed a parallax animation, whereas horizontally, we needed a pan animation with crossfading and movement offsets.\nApart from the above, we also needed to support a slow panning gesture as well as a fast flick gesture, and also needed to auto-complete the animation when the pan gesture crossed a particular threshold. </p>\n<h3 id=\"timed-animations\"><a href=\"#timed-animations\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Timed animations</h3>\n<p>Not only did the animations need to work when the user performed a scrolling action, they also needed to run on a fixed timed interval that was determined on the backend. We needed to ensure that the user-triggered and automated animations did not conflict with each other in any way.</p>\n<h3 id=\"smooth-animations\"><a href=\"#smooth-animations\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Smooth animations</h3>\n<p>To ensure that the animations were smooth without any perceptible lags or hiccups, we needed to synchronize the animation with the device's refresh rate, whether it was 60hz or 120hz on the latest models.\nReversible animations\nWe needed to ensure that the animation could be reversed to the starting position, if the user did not complete the pan gesture fully.</p>\n<h3 id=\"infinite-scrolling\"><a href=\"#infinite-scrolling\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Infinite scrolling</h3>\n<p>If the user reached the end of the list of items in the masthead on either side, we needed to allow them to loop back to the start or end again.</p>\n<h1 id=\"solution\"><a href=\"#solution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solution</h1>\n<p>Given the multiple requirements and challenges, the solution was not as simple as just using the UIView animateWithDuration APIs to drive the animation. Here’s how we implemented it</p>\n<h2 id=\"ui-view-hierarchy\"><a href=\"#ui-view-hierarchy\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>UI view hierarchy</h2>\n<p>We used a simple UITableView to host the contents of the home page, including the masthead component. UICollectionView was a no-go, because improvements that would allow us to use it for list-like UI, such as compositional layouts, were only introduced in iOS 13. This also meant that we had to use UIKit, and not SwiftUI as that was also an iOS 13 introduction.</p>\n<p>Within the table view, each cell contained a separate component, and the masthead component was one such. The masthead itself consisted of a horizontally scrolling collection view. </p>\n<figure>\n  <img src=\"/hotstar/two.png\" alt=\"Hotstar mobile app view\" />\n</figure>\n<h2 id=\"implementing-the-vertical-scroll-parallax-animation\"><a href=\"#implementing-the-vertical-scroll-parallax-animation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Implementing the vertical scroll parallax animation</h2>\n<p>Because the root view was a table view, we were able to listen to UIScrollView delegate methods and obtain the scroll offset using the <code>scrollView:didScroll</code> method. The current scroll offset was broadcast as an event using RxSwift, and was listened to by the masthead component. The component then further broadcast it to the current visible cell of the internal collection view, where we updated the auto layout constraints to move the necessary subviews in the opposite direction of the scroll, giving a parallax effect. </p>\n<p>We used RxSwift instead of say NSNotifications, as the former allowed us to expose a type-safe BehaviourSubject containing a CGPoint of the current vertical offset. With Notifications, we would’ve needed to package the CGPoint in an untyped [String: Any] userinfo dictionary, and then cast the value when consuming the notification.</p>\n<figure>\n  <img src=\"/hotstar/three.gif\" alt=\"Hotstar mobile app view\" />\n</figure>\n<h2 id=\"implementing-the-user-triggered-horizontal-animation\"><a href=\"#implementing-the-user-triggered-horizontal-animation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Implementing the user-triggered horizontal animation</h2>\n<p>The first thing we did to support the custom animation that we wanted is to disable scrolling on the internal collection view, because we simply did not want the default scroll experience. </p>\n<p>Instead, we used a separate pan gesture, and manually transformed the collection view cells and its subviews when the gesture updated, to make it look like the collection view was scrolling during the animation. </p>\n<p>Whenever the pan gesture updated, we did the following:\nWe stored the “translation” of the pan gesture, aka the distance that the user has moved using the gesture\nTo ensure that the animation happened without any jitters or dropped frames, we used a CADisplayLink to drive it. When a display link is configured and added to the runloop, it gives us a callback everytime the screen is refreshed. In this callback, we calculated the progress of the animation based on the translation stored above. Since this happens on every refresh, no frames are missed out or dropped.\nWe then broadcast the progress to two individual cells - the current cell being animated out, and the next cell being animated in. They update their subviews accordingly - for example, the current cell would animate out the title to the side, and fade out its poster image. The next cell would animate in the title from the side, and fade in its poster.</p>\n<p>Once the animation was complete, we then scrolled the collectionview to the new indexPath, albeit without any animation of its own, so that its internal state is up-to-date with what is on screen. </p>\n<figure>\n  <img src=\"/hotstar/four.gif\" alt=\"Hotstar mobile app view\" />\n</figure>\n<h2 id=\"implementing-the-automatic-horizontal-animation\"><a href=\"#implementing-the-automatic-horizontal-animation\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Implementing the automatic horizontal animation</h2>\n<p>We used a Timer instance to automatically scroll the masthead on a fixed interval, when the user wasn't actively scrolling it.</p>\n<p>When the timer got fired, we simply unpaused the display link, allowing it to drive the animation from start to finish. Instead of using a gesture’s translation to calculate progress, we used the display link’s timestamp during each of its callbacks, to determine how much time has elapsed, and then using the animation’s total duration, we arrived at the progress. Once the animation was completed, we scheduled the timer again, so that it can run one more time as needed.</p>\n<p>In some cases, we did not want the timer to fire. For example, if the user was performing some other action such as scrolling the tableview, we did not want to distract them with an auto-scrolling masthead. To achieve this, we added the timer to the main runloop using the default mode, as opposed to the common mode. In the default mode, the runloop is blocked by other events on it - in this case pausing the timer.  As an extra precaution, we also added a check to prevent it from activating whenever the pan gesture to manually scroll horizontally was active. </p>\n<h1 id=\"outcome\"><a href=\"#outcome\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Outcome</h1>\n<p>The redesigned UI of our client’s mobile app with a homepage layout consisting of both parallax vertical animations and a custom horizontal scroll transition is now available on iOS. In this day and age, it is critical for mobile apps to stand out with a polished UX that delights users, and we helped our client achieve just that with our implementation of the Masthead component</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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diff --git a/assets/data/works/ideo/index.json b/assets/data/works/ideo/index.json
index 83365129..fca7bddc 100644
--- a/assets/data/works/ideo/index.json
+++ b/assets/data/works/ideo/index.json
@@ -1 +1 @@
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diff --git a/assets/data/works/idexcel/index.json b/assets/data/works/idexcel/index.json
index ed3260ed..8921d87d 100644
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+++ b/assets/data/works/idexcel/index.json
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-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"ea57acc89347f4d374cb0510b188e208","title":"Messaging Solutions Provider","clientId":11,"bannerText":"Golang based SMS Engine & Elixir based Campaign manager for a Messaging Solution Provider","tech":"","content":"<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<p>Our client was a messaging solution provider. They had a partially completed platform with ruby and microservices, a node.js based engine that connected to the SMS gateways and a campaign management system written in PHP.</p>\n<p>The campaign management system did not quite integrate with the rest of the platform. They also had a load distributor system called the balancer.</p>\n<h1 id=\"solution\"><a href=\"#solution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solution</h1>\n<h2 id=\"campaigner\"><a href=\"#campaigner\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Campaigner</h2>\n<p>The old campaigner system was rewritten using elixir and phoenix. We used React.js with Immutable.js and immstruct for the frontend. We achieved close to 90% code coverage on the project with unit test cases and configured CircleCI to not just run the unit tests but to also build a docker image and push it to the registry.</p>\n<h2 id=\"docs-delivered\"><a href=\"#docs-delivered\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Docs Delivered</h2>\n<p>DocsDelivered is a bit like MailChimp or other email marketing tools. Customers can upload their contact lists as CSV files or populate them via an API. They can then setup documents (campaigns). We used liquid and markdown to generate documents which were then delivered via an SMS. The recepient can open the document and download it as PDF if needed or have it emailed to them by providing an email address. We integrated with Google Analytics to provide impressive analytics and visualization. Docs Delivered was written with elixir, phoenix and react.js. As with the campaigner, we used CircleCI to run our tests and to build and push the docker image on to the registry.</p>\n<h2 id=\"engine\"><a href=\"#engine\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Engine</h2>\n<p>There was an existing implementation of the SMS engine that was written with Node.js and had a partial implementation with Go. We finished porting the implementation from Node.js to Golang to support handling incoming SMS from the SMPP gateway. We also reimplemented the distributor with a RabbitMQ based system thus simplyfing the effort needed to build a balancer. This decoupled the implementation of the engine from its consumers allowing us to iterate quickly.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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diff --git a/assets/data/works/modus/index.json b/assets/data/works/modus/index.json
index 01eb650b..220c9aea 100644
--- a/assets/data/works/modus/index.json
+++ b/assets/data/works/modus/index.json
@@ -1 +1 @@
-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"1553de607450c97cc62397360d6cab6c","title":"Modus","clientId":1,"bannerText":"Vehicle tracking system for insurers, fleet managers and businesses","tech":"react,immutablejs,rails,sidekiq,rabbitmq,html,javascript,postgres","content":"<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<p><a href=\"https://mod.us/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Modus</a> powers the world’s most advanced and innovative vehicle tracking system for insurers, fleet managers, and businesses that rely on superior driver and vehicle performance.</p>\n<p>Tarka Labs was part of the team that helped them identify and fix the system's performance issues. Our team built a trip simulator to show their fleet dashboard in real time.</p>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<p>We helped Modus rearchitect their inventory management and the white labeled CRM platform.</p>\n<p>As Modus grew, it needed its infrastructure to scale. We helped Modus process and report on millions of trips taken by their customers. We used PostgreSQL to shard the trips database and improve the performance of the reporting infrastructure. As the business spread to multiple geographies, increasing the demand on the reliability of the inventory service, we migrated it from a pure HTTP based microservice written in Rails to a RabbitMQ based system to improve its reliability and handle the changes to the inventory service without affecting the upstream systems.</p>\n<p>Our team added unit tests to the codebase and moved it from Rails 3 to Rails 4, and helped set up running tests on CircleCI and automated the deployment with Capistrano. We also setup a build monitor to serve as an information radiator, and helped in turning parts of the API written with Rails and Grape to Elixir and Phoenix.</p>\n<p>We then built the UI for their flagship Zephyr fleet management platform.</p>\n<p>Our experts used React, ImmutableJS and Immstruct to build a high performance UI that integrates Google Maps, SVG and Canvas for charting, and reports and websockets for live driver tracking. Along with this feature, we built utility apps that simulated driving based on past trips to easily test and demo the user interface.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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diff --git a/assets/data/works/social-lab/index.json b/assets/data/works/social-lab/index.json
index b601e1c4..747cdc3d 100644
--- a/assets/data/works/social-lab/index.json
+++ b/assets/data/works/social-lab/index.json
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-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"4d31c64fde8ed6e1d9de4d8761706081","title":"Saksham Inception","clientId":21,"bannerText":"How we helped a plastic recycling platform and its producers comply with Extended Producer Responsibility (EPR) norms.","tech":"whiteboard,sketch,trello","content":"<h1 id=\"social-lab-discovery\"><a href=\"#social-lab-discovery\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Social Lab Discovery</h1>\n<h2 id=\"debrief\"><a href=\"#debrief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Debrief</h2>\n<blockquote>\n<p><strong>What do we mean by \"Product Discovery\"?</strong> <br/><br/>\nWhen a product visionary wants to work with us to bring his or her ideas to life, we conduct a \"Discovery\" exercise to understand, analyse and validate their vision and translate them into artifacts like screen mockups, epics, and stories with project estimates &#x26; architecture suggestions. This discovery exercise usually takes a week depending on the complexity of the idea.</p>\n</blockquote>\n<p>Rahul Juware, founder of <a href=\"https://social-lab.in/\" target=\"_blank\">Social Labs</a> approached us with a vision to redefine the way recyclable plastic is processed in India. He envisioned a software platform where recyclers, scrap dealers, and manufacturers could collaborate to better track and trace collected waste, and further recycle them.</p>\n<p>As with any other engagement in Tarka Labs, we suggested that our discovery team would spend <strong>3 days</strong> to get into the details of his idea with the following outcomes at the end of this exercise. We promised to:</p>\n<ol>\n<li>Nurture and validate the founder's early idea into a detailed action plan, with a well designed system</li>\n<li>Create personas to represent the different actors of the end system</li>\n<li>Create user flows to capture all possibilities and business cases</li>\n<li>Build low-fidelity screen mock-ups to transform the user flows to user interactions</li>\n<li>Create epics and break them down into stories to gauge the size of the development effort</li>\n<li>Identify parallel streams of development in epics and stories, estimate them (we used t-shirt sizes) and create a realistic project plan</li>\n<li>Draft an extensible data model to meets the current needs of the project</li>\n</ol>\n<p>Following a go-ahead from the client, we kick-started the discovery phase with Sudhakar (Principal Consultant), Harman (Lead Consultant) and Gopi Raja (UX &#x26; UI Designer) as part of the team.</p>\n<div class=\"testimonial-placeholder\" data-id=\"6\"></div>\n<h1 id=\"our-approach\"><a href=\"#our-approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Our Approach</h1>\n<h2 id=\"understanding-the-scope\"><a href=\"#understanding-the-scope\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Understanding the scope</h2>\n<p>Armed with white charts, markers, and sticky notes, we kicked off an initial discussion with the founder to extensively document his product idea.</p>\n<p>We ran focused daily sessions of 2 hours (per day) to discuss, brainstorm, and decide on different functional aspects of the platform.</p>\n<p>Being part of a discovery team is at once inspiring and exhausting. Our deep discussions yielded deeper clarifications, and over the course of our sessions, we managed to pin essential workflows and details on the drawing board. So much so that we almost lost track of time and ended up staying atleast a couple of hours longer than planned each day.</p>\n<p>At the end of 3 days, our team came out victorious with greater clarity and a stronger understanding of the scope and shortcomings of the envisioned idea.</p>\n<h2 id=\"the-artifacts\"><a href=\"#the-artifacts\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The Artifacts</h2>\n<p>During the discussions, our consultants constantly took notes and sketched out flows on the whiteboard to create the following artifacts.</p>\n<h3 id=\"goals-workflows--personas\"><a href=\"#goals-workflows--personas\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Goals, Workflows &#x26; Personas</h3>\n<p>Our first step was to understand the goal of the system, drill down into different work flows, finally identify the actors in the system, and their intentions and interactions. We charted these out and improved the goals, workflows, and personas over the course of three days.</p>\n<figure>\n  <img src=\"/social-lab/goals.jpg\" alt=\"System Goals\" />\n  <figcaption>System Goals</figcaption>\n</figure>\n<figure>\n  <img src=\"/social-lab/persona-workflow.jpg\" alt=\"Personas & User Worflows\" />\n  <figcaption>Non Recyclable Plastic Flow</figcaption>\n</figure>\n<h3 id=\"screen-mockups\"><a href=\"#screen-mockups\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Screen Mockups</h3>\n<p>Early into our discovery process, we realised that there was a clear need for a web app (for Administrators and Suppliers) and a mobile app (for recyclers and scrap dealers).Based on our defined user interactions and their sub-goals, we were able to create mock screens and design flows that could help users achieve their goals better.</p>\n<p>We digitally created mockups at the end of the discovery process, and came up with the below ideas.</p>\n<figure>\n  <img src=\"/social-lab/web-mockup.jpg\" alt=\"Web App screen interactions\" />\n  <figcaption>Web App Mockup Designs</figcaption>\n</figure>\n<figure>\n  <img src=\"/social-lab/mobile-mockup.jpg\" alt=\"Mobile App screen interactions\" />\n  <figcaption>Mobile App Mockup Designs</figcaption>\n</figure>\n<h3 id=\"epics--stories\"><a href=\"#epics--stories\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Epics &#x26; Stories</h3>\n<p>Once our user flows were nailed down, we moved on to the next logical step of identifying epics and breaking them down into smaller epics and their constituent stories. As part of this process, we added our best guesstimates (relative sizing of cards) based on T-Shirt sizes (S, M, L, and XL) on the effort involved in achieving these objectives. Cards that were bigger than XL were further broken down with details, to simplify their scope.</p>\n<figure>\n  <img src=\"/social-lab/epics-cards.jpg\" alt=\"Epics and Cards\" />\n  <figcaption>Epics & Cards with estimates</figcaption>\n</figure>\n<p>From here, it was quite easy for the team and the founder to understand the effort that it would take to bring the product idea to life. Based on the possible parallel development streams, we also came up with a range to estimate the cost of building the product.</p>\n<h2 id=\"in-retrospect\"><a href=\"#in-retrospect\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>In Retrospect</h2>\n<p>Overall, the discovery engagement was executed almost as planned. Rahul was happy with the exercise, as it gave him and his investors absolute clarity on the cost, effort, feasibility, and complexity of implementing the product idea.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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+{"hash":"84515f0f4d4ac3937a680eb1b2141452079720f3","data":{"caseStudy":{"id":"4d31c64fde8ed6e1d9de4d8761706081","title":"Saksham Inception","clientId":21,"bannerText":"How we helped a plastic recycling platform and its producers comply with Extended Producer Responsibility (EPR) norms.","tech":"whiteboard,sketch,trello","content":"<h1 id=\"social-lab-discovery\"><a href=\"#social-lab-discovery\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Social Lab Discovery</h1>\n<h2 id=\"debrief\"><a href=\"#debrief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Debrief</h2>\n<blockquote>\n<p><strong>What do we mean by \"Product Discovery\"?</strong> <br/><br/>\nWhen a product visionary wants to work with us to bring his or her ideas to life, we conduct a \"Discovery\" exercise to understand, analyse and validate their vision and translate them into artifacts like screen mockups, epics, and stories with project estimates &#x26; architecture suggestions. This discovery exercise usually takes a week depending on the complexity of the idea.</p>\n</blockquote>\n<p>Rahul Juware, founder of <a href=\"https://social-lab.in/\" target=\"_blank\">Social Labs</a> approached us with a vision to redefine the way recyclable plastic is processed in India. He envisioned a software platform where recyclers, scrap dealers, and manufacturers could collaborate to better track and trace collected waste, and further recycle them.</p>\n<p>As with any other engagement in Tarka Labs, we suggested that our discovery team would spend <strong>3 days</strong> to get into the details of his idea with the following outcomes at the end of this exercise. We promised to:</p>\n<ol>\n<li>Nurture and validate the founder's early idea into a detailed action plan, with a well designed system</li>\n<li>Create personas to represent the different actors of the end system</li>\n<li>Create user flows to capture all possibilities and business cases</li>\n<li>Build low-fidelity screen mock-ups to transform the user flows to user interactions</li>\n<li>Create epics and break them down into stories to gauge the size of the development effort</li>\n<li>Identify parallel streams of development in epics and stories, estimate them (we used t-shirt sizes) and create a realistic project plan</li>\n<li>Draft an extensible data model to meets the current needs of the project</li>\n</ol>\n<p>Following a go-ahead from the client, we kick-started the discovery phase with Sudhakar (Principal Consultant), Harman (Lead Consultant) and Gopi Raja (UX &#x26; UI Designer) as part of the team.</p>\n<div class=\"testimonial-placeholder\" data-id=\"6\"></div>\n<h1 id=\"our-approach\"><a href=\"#our-approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Our Approach</h1>\n<h2 id=\"understanding-the-scope\"><a href=\"#understanding-the-scope\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Understanding the scope</h2>\n<p>Armed with white charts, markers, and sticky notes, we kicked off an initial discussion with the founder to extensively document his product idea.</p>\n<p>We ran focused daily sessions of 2 hours (per day) to discuss, brainstorm, and decide on different functional aspects of the platform.</p>\n<p>Being part of a discovery team is at once inspiring and exhausting. Our deep discussions yielded deeper clarifications, and over the course of our sessions, we managed to pin essential workflows and details on the drawing board. So much so that we almost lost track of time and ended up staying atleast a couple of hours longer than planned each day.</p>\n<p>At the end of 3 days, our team came out victorious with greater clarity and a stronger understanding of the scope and shortcomings of the envisioned idea.</p>\n<h2 id=\"the-artifacts\"><a href=\"#the-artifacts\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>The Artifacts</h2>\n<p>During the discussions, our consultants constantly took notes and sketched out flows on the whiteboard to create the following artifacts.</p>\n<h3 id=\"goals-workflows--personas\"><a href=\"#goals-workflows--personas\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Goals, Workflows &#x26; Personas</h3>\n<p>Our first step was to understand the goal of the system, drill down into different work flows, finally identify the actors in the system, and their intentions and interactions. We charted these out and improved the goals, workflows, and personas over the course of three days.</p>\n<figure>\n  <img src=\"/social-lab/goals.jpg\" alt=\"System Goals\" />\n  <figcaption>System Goals</figcaption>\n</figure>\n<figure>\n  <img src=\"/social-lab/persona-workflow.jpg\" alt=\"Personas & User Worflows\" />\n  <figcaption>Non Recyclable Plastic Flow</figcaption>\n</figure>\n<h3 id=\"screen-mockups\"><a href=\"#screen-mockups\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Screen Mockups</h3>\n<p>Early into our discovery process, we realised that there was a clear need for a web app (for Administrators and Suppliers) and a mobile app (for recyclers and scrap dealers).Based on our defined user interactions and their sub-goals, we were able to create mock screens and design flows that could help users achieve their goals better.</p>\n<p>We digitally created mockups at the end of the discovery process, and came up with the below ideas.</p>\n<figure>\n  <img src=\"/social-lab/web-mockup.jpg\" alt=\"Web App screen interactions\" />\n  <figcaption>Web App Mockup Designs</figcaption>\n</figure>\n<figure>\n  <img src=\"/social-lab/mobile-mockup.jpg\" alt=\"Mobile App screen interactions\" />\n  <figcaption>Mobile App Mockup Designs</figcaption>\n</figure>\n<h3 id=\"epics--stories\"><a href=\"#epics--stories\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Epics &#x26; Stories</h3>\n<p>Once our user flows were nailed down, we moved on to the next logical step of identifying epics and breaking them down into smaller epics and their constituent stories. As part of this process, we added our best guesstimates (relative sizing of cards) based on T-Shirt sizes (S, M, L, and XL) on the effort involved in achieving these objectives. Cards that were bigger than XL were further broken down with details, to simplify their scope.</p>\n<figure>\n  <img src=\"/social-lab/epics-cards.jpg\" alt=\"Epics and Cards\" />\n  <figcaption>Epics & Cards with estimates</figcaption>\n</figure>\n<p>From here, it was quite easy for the team and the founder to understand the effort that it would take to bring the product idea to life. Based on the possible parallel development streams, we also came up with a range to estimate the cost of building the product.</p>\n<h2 id=\"in-retrospect\"><a href=\"#in-retrospect\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>In Retrospect</h2>\n<p>Overall, the discovery engagement was executed almost as planned. Rahul was happy with the exercise, as it gave him and his investors absolute clarity on the cost, effort, feasibility, and complexity of implementing the product idea.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"b1ad50216889135ae4eccb09a4ad0dbc","title":"Tunecore","clientId":9,"bannerText":"We transcoded 8,000,000 tracks in under 3 weeks for Tunecore.","tech":"ruby,rails,react,storybook,aws","content":"<div style=\"width: 100%; height: 50vmin; margin-top: 120px; background-color: black;\">\n  <iframe \n    style=\"width: 100%; height: 100%\"\n    src=\"https://player.vimeo.com/video/808600635?h=52896e4983&amp;badge=0&amp;autopause=0&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Transcoding Solution\"></iframe>\n</div>\n<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"building-one-of-the-worlds-biggest-distribution-systems\"><a href=\"#building-one-of-the-worlds-biggest-distribution-systems\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Building one of the world’s biggest distribution systems.</h2>\n<p><strong>Tunecore</strong> is a New York-based independent music distribution and publishing service with over 250,000 artists on its roster, generating over <a href=\"https://variety.com/2020/digital/news/tunecore-passes-2-billion-in-revenue-1234806047/\" target=\"_blank\">$2 Billion in revenue</a> for its artists, and more than 200 billion streams and downloads.</p>\n<p>Following Believe Music's (AKA Believe Digital) acquisition of Tunecore, we were involved in making progressive changes and planning Tunecore’s cutover into Believe’s expansive digital music distribution system.</p>\n<p>Tunecore and Believe together have a formidable digital supply chain that covers Apple Music, Spotify, Tidal, Amazon Music, Youtube Music, Pandora, Tiktok and over 150 other digital partners.</p>\n<p>Our brief was challenging, and involved:</p>\n<ul>\n<li>Modernizing Tunecore’s distribution system to the latest standards</li>\n<li>Optimizing and simplifying feature addition, and building it to scale</li>\n<li>Driving cost efficiencies by unifying common platform features</li>\n<li>Flexible cutover planning into Believe’s global distribution platform</li>\n</ul>\n<h1 id=\"background\"><a href=\"#background\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Background</h1>\n<h2 id=\"why-every-second-matters-in-music-distribution\"><a href=\"#why-every-second-matters-in-music-distribution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Why every second matters in music distribution.</h2>\n<p>Distribution systems have rapidly evolved with the music industry, and the digital revolution has replaced traditional systems (from the CD era) with digital stakeholders and platforms to bridge the gap between creators and their audiences.</p>\n<p>Digital music distribution is incredibly competitive, and optimizing the timeline between mastering and distribution is crucial.</p>\n<p>Sample this - over <strong>14.6 million tracks</strong> are uploaded to Spotify every year (that’s 40,000 songs in a day) - and most of these uploads are processed through independent music distribution platforms like Tunecore.</p>\n<p>Tunecore helps hundreds of thousands of independent artists send their digital assets to diverse digital partners, and publishes their catalog across marketplaces, stores and streaming services online.</p>\n<p>But this is where it gets complex.</p>\n<p>Digital ingestion systems aren’t standardized across retailers, making it essential for XML or DDEX delivery specifications and the transcoding processes to be precise. And when two of the biggest players, Believe and Tunecore, bring their catalogs and systems together - accuracy is everything.</p>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<h2 id=\"what-we-anticipated-along-the-journey\"><a href=\"#what-we-anticipated-along-the-journey\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>What we anticipated along the journey.</h2>\n<p>Our primary challenge was with a backfill process that we had to initiate.</p>\n<h3 id=\"high-volume-backfill\"><a href=\"#high-volume-backfill\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>High Volume Backfill</h3>\n<p>Tunecore had to transfer a backlog of 8 million songs to Believe’s backend, and their catalog albums and tracks had unique identifiers that had to be streamlined and standardized to the requirements of the new system.</p>\n<h3 id=\"metadata-variances\"><a href=\"#metadata-variances\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Metadata Variances</h3>\n<p>In our roadmap for accelerating the transcoding process, we anticipated issues with metadata variances between digital retailers.</p>\n<h3 id=\"disparate-ingestion-systems\"><a href=\"#disparate-ingestion-systems\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Disparate Ingestion Systems</h3>\n<p>The ingestion systems across retailers, marketplaces and services have unique delivery specifications, and this was a challenge we had to take into account while planning our transcoding pipeline.</p>\n<h1 id=\"research\"><a href=\"#research\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Research</h1>\n<h2 id=\"finding-solutions-with-the-future-in-mind\"><a href=\"#finding-solutions-with-the-future-in-mind\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Finding solutions with the future in mind.</h2>\n<p>Our research was extensively focused on studying the current systems used by Tunecore and Believe, in order to explore alternatives that could help improve cost efficiencies and allow the system to scale seamlessly.</p>\n<div>\n  <video src=\"/tunecore/tunecore_dist_testingbefore.mp4\" autoplay muted loop/>\n</div>\n<p>We also had to study existing and new metadata standards like XML and DDEX to streamline the product and release data, and make the files easy to access, catalog and transfer.</p>\n<p>Since accelerated transcoding was a key component, we explored prepackaged transcoding services like AWS Lambda and Elastic Transcoder.</p>\n<h1 id=\"advice\"><a href=\"#advice\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Advice</h1>\n<p>Our recommendations included AWS Lambda for on-demand transcoding and AWS SQS for queue processing to handle high volume transfers.</p>\n<p>To future-proof the system, we also recommended AWS Cloudwatch for monitoring pipelines and scaling, so that it could handle loads of upto 500,000 MAU.</p>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<h2 id=\"how-we-reengineered-the-mechanics-of-music-distribution\"><a href=\"#how-we-reengineered-the-mechanics-of-music-distribution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How we reengineered the mechanics of music distribution.</h2>\n<p>With an eye on performance improvement and complete modernization, our team set to work.</p>\n<div>\n  <video src=\"/tunecore/tunecore_dist_distribution.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"refactored-the-distribution-system\"><a href=\"#refactored-the-distribution-system\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Refactored the distribution system</h3>\n<p>To modernize and drive faster iterations on the overall infrastructure and database design, we extracted and refactored the distribution system from the current application to its own microservice.</p>\n<div>\n  <video src=\"/tunecore/tunecore_dist_scaling.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"optimized-the-system-for-scalability\"><a href=\"#optimized-the-system-for-scalability\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Optimized the system for scalability</h3>\n<p>Digital music distribution is a rapidly growing space, with increasing YoY growth and escalating demand. We adopted AWS services into the current system to enable on-demand scaling through its supported services/features.</p>\n<div>\n  <video src=\"/tunecore/tunecore_dist_testing.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"accelerated-the-transcoding-process\"><a href=\"#accelerated-the-transcoding-process\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Accelerated the transcoding process</h3>\n<p>As part of our progressive changes, we also extracted transcoding into its own service. After evaluating AWS elastic transcoding, we settled on using AWS Lambda, which masters WAV files to FLAC using FFmpeg and extracts metadata from audio files through MediaInfo.</p>\n<p>Over the project lifecycle, we’ve also driven better observability and improved test coverage from as low as 30% to 80%.</p>\n<h1 id=\"outcomes\"><a href=\"#outcomes\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Outcomes</h1>\n<h2 id=\"empowering-creators-with-improved-efficiency\"><a href=\"#empowering-creators-with-improved-efficiency\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Empowering creators with improved efficiency.</h2>\n<p>True to our vision, our extractions and implementation drastically reduced the transcoding time and paved the way for optimized, better performance.</p>\n<p>We were able to significantly minimize the timeline for transcoding and distribution, helping Believe, Tunecore and their thousands of artists deliver music to their audiences at scale.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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+{"hash":"84515f0f4d4ac3937a680eb1b2141452079720f3","data":{"caseStudy":{"id":"b1ad50216889135ae4eccb09a4ad0dbc","title":"Tunecore","clientId":9,"bannerText":"We transcoded 8,000,000 tracks in under 3 weeks for Tunecore.","tech":"ruby,rails,react,storybook,aws","content":"<div style=\"width: 100%; height: 50vmin; margin-top: 120px; background-color: black;\">\n  <iframe \n    style=\"width: 100%; height: 100%\"\n    src=\"https://player.vimeo.com/video/808600635?h=52896e4983&amp;badge=0&amp;autopause=0&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Transcoding Solution\"></iframe>\n</div>\n<h1 id=\"brief\"><a href=\"#brief\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Brief</h1>\n<h2 id=\"building-one-of-the-worlds-biggest-distribution-systems\"><a href=\"#building-one-of-the-worlds-biggest-distribution-systems\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Building one of the world’s biggest distribution systems.</h2>\n<p><strong>Tunecore</strong> is a New York-based independent music distribution and publishing service with over 250,000 artists on its roster, generating over <a href=\"https://variety.com/2020/digital/news/tunecore-passes-2-billion-in-revenue-1234806047/\" target=\"_blank\">$2 Billion in revenue</a> for its artists, and more than 200 billion streams and downloads.</p>\n<p>Following Believe Music's (AKA Believe Digital) acquisition of Tunecore, we were involved in making progressive changes and planning Tunecore’s cutover into Believe’s expansive digital music distribution system.</p>\n<p>Tunecore and Believe together have a formidable digital supply chain that covers Apple Music, Spotify, Tidal, Amazon Music, Youtube Music, Pandora, Tiktok and over 150 other digital partners.</p>\n<p>Our brief was challenging, and involved:</p>\n<ul>\n<li>Modernizing Tunecore’s distribution system to the latest standards</li>\n<li>Optimizing and simplifying feature addition, and building it to scale</li>\n<li>Driving cost efficiencies by unifying common platform features</li>\n<li>Flexible cutover planning into Believe’s global distribution platform</li>\n</ul>\n<h1 id=\"background\"><a href=\"#background\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Background</h1>\n<h2 id=\"why-every-second-matters-in-music-distribution\"><a href=\"#why-every-second-matters-in-music-distribution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Why every second matters in music distribution.</h2>\n<p>Distribution systems have rapidly evolved with the music industry, and the digital revolution has replaced traditional systems (from the CD era) with digital stakeholders and platforms to bridge the gap between creators and their audiences.</p>\n<p>Digital music distribution is incredibly competitive, and optimizing the timeline between mastering and distribution is crucial.</p>\n<p>Sample this - over <strong>14.6 million tracks</strong> are uploaded to Spotify every year (that’s 40,000 songs in a day) - and most of these uploads are processed through independent music distribution platforms like Tunecore.</p>\n<p>Tunecore helps hundreds of thousands of independent artists send their digital assets to diverse digital partners, and publishes their catalog across marketplaces, stores and streaming services online.</p>\n<p>But this is where it gets complex.</p>\n<p>Digital ingestion systems aren’t standardized across retailers, making it essential for XML or DDEX delivery specifications and the transcoding processes to be precise. And when two of the biggest players, Believe and Tunecore, bring their catalogs and systems together - accuracy is everything.</p>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<h2 id=\"what-we-anticipated-along-the-journey\"><a href=\"#what-we-anticipated-along-the-journey\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>What we anticipated along the journey.</h2>\n<p>Our primary challenge was with a backfill process that we had to initiate.</p>\n<h3 id=\"high-volume-backfill\"><a href=\"#high-volume-backfill\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>High Volume Backfill</h3>\n<p>Tunecore had to transfer a backlog of 8 million songs to Believe’s backend, and their catalog albums and tracks had unique identifiers that had to be streamlined and standardized to the requirements of the new system.</p>\n<h3 id=\"metadata-variances\"><a href=\"#metadata-variances\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Metadata Variances</h3>\n<p>In our roadmap for accelerating the transcoding process, we anticipated issues with metadata variances between digital retailers.</p>\n<h3 id=\"disparate-ingestion-systems\"><a href=\"#disparate-ingestion-systems\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Disparate Ingestion Systems</h3>\n<p>The ingestion systems across retailers, marketplaces and services have unique delivery specifications, and this was a challenge we had to take into account while planning our transcoding pipeline.</p>\n<h1 id=\"research\"><a href=\"#research\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Research</h1>\n<h2 id=\"finding-solutions-with-the-future-in-mind\"><a href=\"#finding-solutions-with-the-future-in-mind\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Finding solutions with the future in mind.</h2>\n<p>Our research was extensively focused on studying the current systems used by Tunecore and Believe, in order to explore alternatives that could help improve cost efficiencies and allow the system to scale seamlessly.</p>\n<div>\n  <video src=\"/tunecore/tunecore_dist_testingbefore.mp4\" autoplay muted loop/>\n</div>\n<p>We also had to study existing and new metadata standards like XML and DDEX to streamline the product and release data, and make the files easy to access, catalog and transfer.</p>\n<p>Since accelerated transcoding was a key component, we explored prepackaged transcoding services like AWS Lambda and Elastic Transcoder.</p>\n<h1 id=\"advice\"><a href=\"#advice\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Advice</h1>\n<p>Our recommendations included AWS Lambda for on-demand transcoding and AWS SQS for queue processing to handle high volume transfers.</p>\n<p>To future-proof the system, we also recommended AWS Cloudwatch for monitoring pipelines and scaling, so that it could handle loads of upto 500,000 MAU.</p>\n<h1 id=\"solutions\"><a href=\"#solutions\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solutions</h1>\n<h2 id=\"how-we-reengineered-the-mechanics-of-music-distribution\"><a href=\"#how-we-reengineered-the-mechanics-of-music-distribution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>How we reengineered the mechanics of music distribution.</h2>\n<p>With an eye on performance improvement and complete modernization, our team set to work.</p>\n<div>\n  <video src=\"/tunecore/tunecore_dist_distribution.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"refactored-the-distribution-system\"><a href=\"#refactored-the-distribution-system\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Refactored the distribution system</h3>\n<p>To modernize and drive faster iterations on the overall infrastructure and database design, we extracted and refactored the distribution system from the current application to its own microservice.</p>\n<div>\n  <video src=\"/tunecore/tunecore_dist_scaling.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"optimized-the-system-for-scalability\"><a href=\"#optimized-the-system-for-scalability\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Optimized the system for scalability</h3>\n<p>Digital music distribution is a rapidly growing space, with increasing YoY growth and escalating demand. We adopted AWS services into the current system to enable on-demand scaling through its supported services/features.</p>\n<div>\n  <video src=\"/tunecore/tunecore_dist_testing.mp4\" autoplay muted loop/>\n</div>\n<h3 id=\"accelerated-the-transcoding-process\"><a href=\"#accelerated-the-transcoding-process\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Accelerated the transcoding process</h3>\n<p>As part of our progressive changes, we also extracted transcoding into its own service. After evaluating AWS elastic transcoding, we settled on using AWS Lambda, which masters WAV files to FLAC using FFmpeg and extracts metadata from audio files through MediaInfo.</p>\n<p>Over the project lifecycle, we’ve also driven better observability and improved test coverage from as low as 30% to 80%.</p>\n<h1 id=\"outcomes\"><a href=\"#outcomes\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Outcomes</h1>\n<h2 id=\"empowering-creators-with-improved-efficiency\"><a href=\"#empowering-creators-with-improved-efficiency\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Empowering creators with improved efficiency.</h2>\n<p>True to our vision, our extractions and implementation drastically reduced the transcoding time and paved the way for optimized, better performance.</p>\n<p>We were able to significantly minimize the timeline for transcoding and distribution, helping Believe, Tunecore and their thousands of artists deliver music to their audiences at scale.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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diff --git a/assets/data/works/warehousegenai/index.json b/assets/data/works/warehousegenai/index.json
index 0c890d2a..65dc3f12 100644
--- a/assets/data/works/warehousegenai/index.json
+++ b/assets/data/works/warehousegenai/index.json
@@ -1 +1 @@
-{"hash":"443a2f4d90dd2ef6682f7cb88e5c0118feca069f","data":{"caseStudy":{"id":"6966701451ea5ecb0dc8b41e4c9c1fb3","title":"GenAI for Warehouse Management","clientId":28,"bannerText":"Optimizing warehouse management with GenAI","tech":"python, chatgpt, llama","content":"<style>\n    table {\n        width: 100%;\n        font-size: 0.8em;\n        \n        td {\n            padding: 5px;\n            min-width: 75px;\n        }\n        th {\n            white-space: nowrap;\n            padding: 10px 5px;\n            font-size: 1rem;\n        }\n        tr:nth-child(odd) {\n          background-color: #f0f0f0;\n        }\n    }\n    .table-container {\n      overflow: auto;\n    }\n</style>\n<h1 id=\"overview\"><a href=\"#overview\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Overview</h1>\n<h2 id=\"we-built-genai-solution-for-an-award-winning-solutions-provider-based-out-of-usa-for-supply-chain-management\"><a href=\"#we-built-genai-solution-for-an-award-winning-solutions-provider-based-out-of-usa-for-supply-chain-management\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>We built GenAI solution for an award-winning solutions provider based out of USA for supply chain management</h2>\n<p>In the dynamic landscape of warehouse management, the ability to swiftly access and analyze crucial data can make all the difference. </p>\n<p>Tarka Labs, at the forefront of GenAI solutions, embarked on a transformative journey with <span class=\"redacted\">client name</span> to redefine how organizations interact with their data warehouses. This case study delves into the intricacies of leveraging Large Language Models (LLMs) to create sophisticated chatbots capable of revolutionizing warehouse management.</p>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<h2 id=\"getting-the-right-information-at-the-right-time-is-not-easy\"><a href=\"#getting-the-right-information-at-the-right-time-is-not-easy\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Getting the right information at the right time is not easy</h2>\n<p>The warehouse employees generally encounter several challenges that hinder their operational efficiency. These challenges, which prompted the exploration of advanced AI solutions, can be outlined as follows:</p>\n<h3 id=\"limited-data-accessibility\"><a href=\"#limited-data-accessibility\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Limited Data Accessibility:</h3>\n<ul>\n<li>Warehouse employees faced constraints in accessing and extracting pertinent information from the data warehouse.</li>\n<li>The process of retrieving data, especially related to incoming shipments, historical sales, inventory status, and open orders, was time-consuming and cumbersome.</li>\n</ul>\n<h3 id=\"dependency-on-dashboard-development\"><a href=\"#dependency-on-dashboard-development\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Dependency on Dashboard Development:</h3>\n<ul>\n<li>Traditionally, the power to access new information is centralized in the hands of the IT team responsible for planning and building dashboards.</li>\n<li>Business users face challenges in dynamically requesting and receiving real-time information without the need for constant IT intervention.</li>\n</ul>\n<h1 id=\"objective\"><a href=\"#objective\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Objective</h1>\n<h2 id=\"integrate-genai-chatbot-with-the-warehouse-management-system\"><a href=\"#integrate-genai-chatbot-with-the-warehouse-management-system\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Integrate GenAI ChatBot with the warehouse management system</h2>\n<p>This exploration aimed to empower employees within organizations that handle large volumes of data. The goal was to enable these employees to extract precise information from their data warehouse management systems. Natural language queries about incoming shipments, historical sales, inventory status, open orders, and supply forecasting became the focal point. </p>\n<p>Tarka Labs aimed to showcase how these AI-driven chatbots could revolutionize the way organizations access and analyze their warehouse data.</p>\n<h1 id=\"approach\"><a href=\"#approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Approach</h1>\n<h2 id=\"leverage-genai-llm-model-to-write-complex-sql-queries\"><a href=\"#leverage-genai-llm-model-to-write-complex-sql-queries\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Leverage GenAI LLM model to write complex SQL queries</h2>\n<p>Tarka Labs adopted a systematic approach, experimenting with various LLMs to gauge their accuracy, understanding of warehouse concepts, and suitability for handling sensitive data and ability to generate SQL queries.</p>\n<p>List of sample questions used for POC and how each LLM fared with it</p>\n<div class=\"table-container\">\n<table>\n<thead>\n<tr>\n<th>Question</th>\n<th>Tables</th>\n<th>GPT4</th>\n<th>SQLCoder</th>\n<th>Llama 70B</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>What items am I likely to run short of in the next quarter?</td>\n<td>ASN, Onhand, Open Orders, Supply/Demand</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>What are my inventory turns for the past quarter?</td>\n<td>COGS, Average Inventory</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>What is my average order cycle time?</td>\n<td>Pick History</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>Given the order book, how many man hours will it take to fulfill orders for tomorrow?</td>\n<td>Open Orders</td>\n<td>⨉</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>Any items that I cannot fulfil this week?</td>\n<td>ASN, Onhand, Open Orders, Supply/Demand</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>Which areas of my warehouse are my picks going to come from tomorrow?</td>\n<td>Onhand, Open Orders</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>What are my opportunities for cross dock on 13th Nov 2023?</td>\n<td>ASN, Open Orders</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>Who are my largest customers, what percentage of my business are they?</td>\n<td>Pick History</td>\n<td>✓</td>\n<td>✓</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>What are my most popular items?</td>\n<td>Open Orders, Pick History</td>\n<td>partly</td>\n<td>partly</td>\n<td>partly</td>\n</tr>\n<tr>\n<td>What items am I ordering too much of?</td>\n<td>Onhand, Open Orders, Pick History, Supply/Demand</td>\n<td>partly</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n</tbody>\n</table>\n</div>\n<h1 id=\"solution\"><a href=\"#solution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solution</h1>\n<div>\n  <video src=\"/warehousegenai/warehouse-bot-demo.mp4\" autoplay muted loop controls/>\n</div>\n<h2 id=\"chatgpt4\"><a href=\"#chatgpt4\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>ChatGPT4</h2>\n<p>In the exploration of advanced AI solutions for warehouse management, ChatGPT emerged as a pivotal tool, showcasing remarkable accuracy. Through a systematic two-step process, ChatGPT excelled in responding to 9 out of 10 sample questions. </p>\n<p>Its initial step involved identifying pertinent information from the data warehouse management system, leveraging inherent knowledge of warehouse management terminologies. Subsequently, ChatGPT seamlessly crafted queries, demonstrating a nuanced understanding of the warehouse domain.</p>\n<p>The implementation further benefited from prompt tuning, where pre-defined definitions were provided to enhance response accuracy, highlighting ChatGPT's adaptability and proficiency in the warehouse management landscape.</p>\n<h3 id=\"technical-approach\"><a href=\"#technical-approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Technical Approach</h3>\n<p>The success of ChatGPT in warehouse management queries was attributed to a strategic combination of tools, incorporating agent-based function calling and leveraging the LLM's SQL generation capabilities. </p>\n<p>This systematic approach aimed to address challenges methodically, ensuring precision in responses.</p>\n<figure style=\"width: 400px; margin: auto\">\n  <img src=\"/warehousegenai/sample1.jpg\" alt=\"Sample chat window\" />\n  <figcaption>Example 1</figcaption>\n</figure>\n<h4 id=\"analyzing-question-and-context\"><a href=\"#analyzing-question-and-context\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Analyzing Question and Context:</h4>\n<ul>\n<li>The process commenced with a thorough analysis of the user's question and the contextual information available.</li>\n<li>This analysis facilitated the creation of a well-structured SQL query, integrating it into the reasoning process.</li>\n</ul>\n<h4 id=\"utilizing-sql-runner-tool\"><a href=\"#utilizing-sql-runner-tool\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Utilizing SQL Runner Tool:</h4>\n<ul>\n<li>The generated SQL query was seamlessly executed using our custom built SQL runner tool.</li>\n<li>This tool not only executed queries but also featured a self-healing mechanism, ensuring robust performance even in the face of malfunctioning queries.</li>\n</ul>\n<h4 id=\"determining-response\"><a href=\"#determining-response\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Determining Response:</h4>\n<ul>\n<li>Upon executing the query, the LLM determined the course of action based on the received data.</li>\n<li>If additional information was required, the system iteratively revisited steps one and two.</li>\n</ul>\n<h4 id=\"calculations-and-formatting\"><a href=\"#calculations-and-formatting\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Calculations and Formatting:</h4>\n<ul>\n<li>With sufficient input, the LLM performed necessary calculations and meticulously formatted the response.</li>\n<li>The formatted response was then returned to the user interface, ensuring a seamless and user-friendly interaction.</li>\n</ul>\n<br/>\n<figure style=\"width: 400px; margin: auto\">\n  <img src=\"/warehousegenai/sample2.jpg\" alt=\"Sample chat window\" />\n  <figcaption>Example 2</figcaption>\n</figure>\n<h3 id=\"prompt-tuning-for-enhanced-accuracy\"><a href=\"#prompt-tuning-for-enhanced-accuracy\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Prompt Tuning for Enhanced Accuracy</h3>\n<p>To further enhance response accuracy, the implementation incorporated prompt tuning. Pre-defined definitions were systematically provided to the LLM, enabling a more nuanced understanding of the warehouse management domain. This adaptability and proficiency positioned ChatGPT as a valuable asset in the evolving landscape of warehouse management, showcasing its transformative potential in addressing complex queries with precision.</p>\n<h2 id=\"sqlcoder\"><a href=\"#sqlcoder\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>SQLCoder</h2>\n<p>SQLCoder-34B, an open-source Language Model (LLM), was explored due to privacy concerns surrounding GPT4, as our client handles sensitive data. This 34B parameter model specializes in generating SQL queries from natural language and is fine-tuned on a base CodeLlama model, incorporating over 20,000 human-curated questions across ten different domains.</p>\n<p>However, SQLCoder-34B faced challenges in its functional performance. It struggled to identify relevant tables for addressing questions, managing to answer only 2 out of 10 questions. Additionally, the model couldn't efficiently break down complex queries to provide solutions.</p>\n<h3 id=\"technical-approach-1\"><a href=\"#technical-approach-1\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Technical Approach</h3>\n<p>From a technical standpoint, Amazon Sagemaker was employed to deploy this model. Given its fine-tuning for SQL responses, SQLCoder-34B generates SQL output. Despite producing syntactically correct queries, the model's limitation surfaced – lacking fine-tuning for warehouse-specific queries resulted in logically incorrect queries</p>\n<figure>\n  <img src=\"/warehousegenai/sqlcoder.jpg\" alt=\"Sample chat window\" />\n  <figcaption>Query generated by SQLCoder</figcaption>\n</figure>\n<h2 id=\"llama2-70b\"><a href=\"#llama2-70b\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Llama2 70B</h2>\n<p>Llama2 70B, with its solid grasp of warehouse concepts, was investigated for its proficiency in SQL generation. Employing prompt engineering and few-shot learning, we guided the model through prompts to generate SQL for specific queries. We utilized a pre-trained model without fine-tuning for this.</p>\n<p>While Llama2 70B demonstrated adept instruction following, it struggled to identify the relevant information for answering questions. The queries it produced were syntactically incorrect, and it used inaccurate column names within the data warehouse. The model generated hallucinated SQL queries, referencing random columns not present in the prompt.</p>\n<h3 id=\"technical-approach-2\"><a href=\"#technical-approach-2\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Technical Approach</h3>\n<p>We tweaked top_p and temperature parameters and the responses were generated accordingly. Despite its shortcomings in SQL generation, Llama2 70B exhibited commendable reasoning capabilities, providing clear explanations of the logic used in SQL generation.</p>\n<figure>\n  <img src=\"/warehousegenai/llama70b.jpg\" alt=\"Sample chat window\" />\n  <figcaption>Query generated by Llama70B</figcaption>\n</figure>\n<h1 id=\"hybrid-approach\"><a href=\"#hybrid-approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Hybrid Approach</h1>\n<p>Recognizing the strength of ChatGPT4, a hybrid approach was proposed. This involved blending the reasoning capabilities of ChatGPT4 with an open-source LLM. </p>\n<p>This strategic combination aimed to generate accurate responses while preserving the privacy of sensitive data. By exposing only the schema to ChatGPT4 and executing queries in an SQL engine, a harmonious balance between accuracy and data security was achieved.</p>\n<h1 id=\"conclusion\"><a href=\"#conclusion\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Conclusion</h1>\n<h2 id=\"genai-capabilities-can-be-tailored-for-any-organisation-to-give-them-the-edge\"><a href=\"#genai-capabilities-can-be-tailored-for-any-organisation-to-give-them-the-edge\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>GenAI capabilities can be tailored for any organisation to give them the edge</h2>\n<p>In conclusion, Tarka Labs' journey with <span class=\"redacted\">client name</span> underscores the transformative potential of AI-driven chatbots in warehouse management. </p>\n<p>Beyond the technicalities, this case study serves as an invitation for organizations to explore the untapped potential of LLMs. </p>\n<p>As technology continues to evolve, leveraging these tools to their full capacity can unlock new possibilities and redefine the way we approach data in the warehouse management landscape.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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+{"hash":"84515f0f4d4ac3937a680eb1b2141452079720f3","data":{"caseStudy":{"id":"6966701451ea5ecb0dc8b41e4c9c1fb3","title":"GenAI for Warehouse Management","clientId":28,"bannerText":"Optimizing warehouse management with GenAI","tech":"python, chatgpt, llama","content":"<style>\n    table {\n        width: 100%;\n        font-size: 0.8em;\n        \n        td {\n            padding: 5px;\n            min-width: 75px;\n        }\n        th {\n            white-space: nowrap;\n            padding: 10px 5px;\n            font-size: 1rem;\n        }\n        tr:nth-child(odd) {\n          background-color: #f0f0f0;\n        }\n    }\n    .table-container {\n      overflow: auto;\n    }\n</style>\n<h1 id=\"overview\"><a href=\"#overview\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Overview</h1>\n<h2 id=\"we-built-genai-solution-for-an-award-winning-solutions-provider-based-out-of-usa-for-supply-chain-management\"><a href=\"#we-built-genai-solution-for-an-award-winning-solutions-provider-based-out-of-usa-for-supply-chain-management\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>We built GenAI solution for an award-winning solutions provider based out of USA for supply chain management</h2>\n<p>In the dynamic landscape of warehouse management, the ability to swiftly access and analyze crucial data can make all the difference. </p>\n<p>Tarka Labs, at the forefront of GenAI solutions, embarked on a transformative journey with <span class=\"redacted\">client name</span> to redefine how organizations interact with their data warehouses. This case study delves into the intricacies of leveraging Large Language Models (LLMs) to create sophisticated chatbots capable of revolutionizing warehouse management.</p>\n<h1 id=\"challenges\"><a href=\"#challenges\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Challenges</h1>\n<h2 id=\"getting-the-right-information-at-the-right-time-is-not-easy\"><a href=\"#getting-the-right-information-at-the-right-time-is-not-easy\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Getting the right information at the right time is not easy</h2>\n<p>The warehouse employees generally encounter several challenges that hinder their operational efficiency. These challenges, which prompted the exploration of advanced AI solutions, can be outlined as follows:</p>\n<h3 id=\"limited-data-accessibility\"><a href=\"#limited-data-accessibility\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Limited Data Accessibility:</h3>\n<ul>\n<li>Warehouse employees faced constraints in accessing and extracting pertinent information from the data warehouse.</li>\n<li>The process of retrieving data, especially related to incoming shipments, historical sales, inventory status, and open orders, was time-consuming and cumbersome.</li>\n</ul>\n<h3 id=\"dependency-on-dashboard-development\"><a href=\"#dependency-on-dashboard-development\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Dependency on Dashboard Development:</h3>\n<ul>\n<li>Traditionally, the power to access new information is centralized in the hands of the IT team responsible for planning and building dashboards.</li>\n<li>Business users face challenges in dynamically requesting and receiving real-time information without the need for constant IT intervention.</li>\n</ul>\n<h1 id=\"objective\"><a href=\"#objective\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Objective</h1>\n<h2 id=\"integrate-genai-chatbot-with-the-warehouse-management-system\"><a href=\"#integrate-genai-chatbot-with-the-warehouse-management-system\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Integrate GenAI ChatBot with the warehouse management system</h2>\n<p>This exploration aimed to empower employees within organizations that handle large volumes of data. The goal was to enable these employees to extract precise information from their data warehouse management systems. Natural language queries about incoming shipments, historical sales, inventory status, open orders, and supply forecasting became the focal point. </p>\n<p>Tarka Labs aimed to showcase how these AI-driven chatbots could revolutionize the way organizations access and analyze their warehouse data.</p>\n<h1 id=\"approach\"><a href=\"#approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Approach</h1>\n<h2 id=\"leverage-genai-llm-model-to-write-complex-sql-queries\"><a href=\"#leverage-genai-llm-model-to-write-complex-sql-queries\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Leverage GenAI LLM model to write complex SQL queries</h2>\n<p>Tarka Labs adopted a systematic approach, experimenting with various LLMs to gauge their accuracy, understanding of warehouse concepts, and suitability for handling sensitive data and ability to generate SQL queries.</p>\n<p>List of sample questions used for POC and how each LLM fared with it</p>\n<div class=\"table-container\">\n<table>\n<thead>\n<tr>\n<th>Question</th>\n<th>Tables</th>\n<th>GPT4</th>\n<th>SQLCoder</th>\n<th>Llama 70B</th>\n</tr>\n</thead>\n<tbody>\n<tr>\n<td>What items am I likely to run short of in the next quarter?</td>\n<td>ASN, Onhand, Open Orders, Supply/Demand</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>What are my inventory turns for the past quarter?</td>\n<td>COGS, Average Inventory</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>What is my average order cycle time?</td>\n<td>Pick History</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>Given the order book, how many man hours will it take to fulfill orders for tomorrow?</td>\n<td>Open Orders</td>\n<td>⨉</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>Any items that I cannot fulfil this week?</td>\n<td>ASN, Onhand, Open Orders, Supply/Demand</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>Which areas of my warehouse are my picks going to come from tomorrow?</td>\n<td>Onhand, Open Orders</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>What are my opportunities for cross dock on 13th Nov 2023?</td>\n<td>ASN, Open Orders</td>\n<td>✓</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>Who are my largest customers, what percentage of my business are they?</td>\n<td>Pick History</td>\n<td>✓</td>\n<td>✓</td>\n<td>⨉</td>\n</tr>\n<tr>\n<td>What are my most popular items?</td>\n<td>Open Orders, Pick History</td>\n<td>partly</td>\n<td>partly</td>\n<td>partly</td>\n</tr>\n<tr>\n<td>What items am I ordering too much of?</td>\n<td>Onhand, Open Orders, Pick History, Supply/Demand</td>\n<td>partly</td>\n<td>⨉</td>\n<td>⨉</td>\n</tr>\n</tbody>\n</table>\n</div>\n<h1 id=\"solution\"><a href=\"#solution\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Solution</h1>\n<div>\n  <video src=\"/warehousegenai/warehouse-bot-demo.mp4\" autoplay muted loop controls/>\n</div>\n<h2 id=\"chatgpt4\"><a href=\"#chatgpt4\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>ChatGPT4</h2>\n<p>In the exploration of advanced AI solutions for warehouse management, ChatGPT emerged as a pivotal tool, showcasing remarkable accuracy. Through a systematic two-step process, ChatGPT excelled in responding to 9 out of 10 sample questions. </p>\n<p>Its initial step involved identifying pertinent information from the data warehouse management system, leveraging inherent knowledge of warehouse management terminologies. Subsequently, ChatGPT seamlessly crafted queries, demonstrating a nuanced understanding of the warehouse domain.</p>\n<p>The implementation further benefited from prompt tuning, where pre-defined definitions were provided to enhance response accuracy, highlighting ChatGPT's adaptability and proficiency in the warehouse management landscape.</p>\n<h3 id=\"technical-approach\"><a href=\"#technical-approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Technical Approach</h3>\n<p>The success of ChatGPT in warehouse management queries was attributed to a strategic combination of tools, incorporating agent-based function calling and leveraging the LLM's SQL generation capabilities. </p>\n<p>This systematic approach aimed to address challenges methodically, ensuring precision in responses.</p>\n<figure style=\"width: 400px; margin: auto\">\n  <img src=\"/warehousegenai/sample1.jpg\" alt=\"Sample chat window\" />\n  <figcaption>Example 1</figcaption>\n</figure>\n<h4 id=\"analyzing-question-and-context\"><a href=\"#analyzing-question-and-context\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Analyzing Question and Context:</h4>\n<ul>\n<li>The process commenced with a thorough analysis of the user's question and the contextual information available.</li>\n<li>This analysis facilitated the creation of a well-structured SQL query, integrating it into the reasoning process.</li>\n</ul>\n<h4 id=\"utilizing-sql-runner-tool\"><a href=\"#utilizing-sql-runner-tool\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Utilizing SQL Runner Tool:</h4>\n<ul>\n<li>The generated SQL query was seamlessly executed using our custom built SQL runner tool.</li>\n<li>This tool not only executed queries but also featured a self-healing mechanism, ensuring robust performance even in the face of malfunctioning queries.</li>\n</ul>\n<h4 id=\"determining-response\"><a href=\"#determining-response\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Determining Response:</h4>\n<ul>\n<li>Upon executing the query, the LLM determined the course of action based on the received data.</li>\n<li>If additional information was required, the system iteratively revisited steps one and two.</li>\n</ul>\n<h4 id=\"calculations-and-formatting\"><a href=\"#calculations-and-formatting\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Calculations and Formatting:</h4>\n<ul>\n<li>With sufficient input, the LLM performed necessary calculations and meticulously formatted the response.</li>\n<li>The formatted response was then returned to the user interface, ensuring a seamless and user-friendly interaction.</li>\n</ul>\n<br/>\n<figure style=\"width: 400px; margin: auto\">\n  <img src=\"/warehousegenai/sample2.jpg\" alt=\"Sample chat window\" />\n  <figcaption>Example 2</figcaption>\n</figure>\n<h3 id=\"prompt-tuning-for-enhanced-accuracy\"><a href=\"#prompt-tuning-for-enhanced-accuracy\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Prompt Tuning for Enhanced Accuracy</h3>\n<p>To further enhance response accuracy, the implementation incorporated prompt tuning. Pre-defined definitions were systematically provided to the LLM, enabling a more nuanced understanding of the warehouse management domain. This adaptability and proficiency positioned ChatGPT as a valuable asset in the evolving landscape of warehouse management, showcasing its transformative potential in addressing complex queries with precision.</p>\n<h2 id=\"sqlcoder\"><a href=\"#sqlcoder\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>SQLCoder</h2>\n<p>SQLCoder-34B, an open-source Language Model (LLM), was explored due to privacy concerns surrounding GPT4, as our client handles sensitive data. This 34B parameter model specializes in generating SQL queries from natural language and is fine-tuned on a base CodeLlama model, incorporating over 20,000 human-curated questions across ten different domains.</p>\n<p>However, SQLCoder-34B faced challenges in its functional performance. It struggled to identify relevant tables for addressing questions, managing to answer only 2 out of 10 questions. Additionally, the model couldn't efficiently break down complex queries to provide solutions.</p>\n<h3 id=\"technical-approach-1\"><a href=\"#technical-approach-1\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Technical Approach</h3>\n<p>From a technical standpoint, Amazon Sagemaker was employed to deploy this model. Given its fine-tuning for SQL responses, SQLCoder-34B generates SQL output. Despite producing syntactically correct queries, the model's limitation surfaced – lacking fine-tuning for warehouse-specific queries resulted in logically incorrect queries</p>\n<figure>\n  <img src=\"/warehousegenai/sqlcoder.jpg\" alt=\"Sample chat window\" />\n  <figcaption>Query generated by SQLCoder</figcaption>\n</figure>\n<h2 id=\"llama2-70b\"><a href=\"#llama2-70b\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Llama2 70B</h2>\n<p>Llama2 70B, with its solid grasp of warehouse concepts, was investigated for its proficiency in SQL generation. Employing prompt engineering and few-shot learning, we guided the model through prompts to generate SQL for specific queries. We utilized a pre-trained model without fine-tuning for this.</p>\n<p>While Llama2 70B demonstrated adept instruction following, it struggled to identify the relevant information for answering questions. The queries it produced were syntactically incorrect, and it used inaccurate column names within the data warehouse. The model generated hallucinated SQL queries, referencing random columns not present in the prompt.</p>\n<h3 id=\"technical-approach-2\"><a href=\"#technical-approach-2\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Technical Approach</h3>\n<p>We tweaked top_p and temperature parameters and the responses were generated accordingly. Despite its shortcomings in SQL generation, Llama2 70B exhibited commendable reasoning capabilities, providing clear explanations of the logic used in SQL generation.</p>\n<figure>\n  <img src=\"/warehousegenai/llama70b.jpg\" alt=\"Sample chat window\" />\n  <figcaption>Query generated by Llama70B</figcaption>\n</figure>\n<h1 id=\"hybrid-approach\"><a href=\"#hybrid-approach\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Hybrid Approach</h1>\n<p>Recognizing the strength of ChatGPT4, a hybrid approach was proposed. This involved blending the reasoning capabilities of ChatGPT4 with an open-source LLM. </p>\n<p>This strategic combination aimed to generate accurate responses while preserving the privacy of sensitive data. By exposing only the schema to ChatGPT4 and executing queries in an SQL engine, a harmonious balance between accuracy and data security was achieved.</p>\n<h1 id=\"conclusion\"><a href=\"#conclusion\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>Conclusion</h1>\n<h2 id=\"genai-capabilities-can-be-tailored-for-any-organisation-to-give-them-the-edge\"><a href=\"#genai-capabilities-can-be-tailored-for-any-organisation-to-give-them-the-edge\" aria-hidden=\"true\"><span class=\"icon icon-link\"></span></a>GenAI capabilities can be tailored for any organisation to give them the edge</h2>\n<p>In conclusion, Tarka Labs' journey with <span class=\"redacted\">client name</span> underscores the transformative potential of AI-driven chatbots in warehouse management. </p>\n<p>Beyond the technicalities, this case study serves as an invitation for organizations to explore the untapped potential of LLMs. </p>\n<p>As technology continues to evolve, leveraging these tools to their full capacity can unlock new possibilities and redefine the way we approach data in the warehouse management landscape.</p>\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org/hotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org/framework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org/routinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org/beatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}}
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diff --git a/assets/js/app.bef4d609.js b/assets/js/app.3f13d6d0.js
similarity index 99%
rename from assets/js/app.bef4d609.js
rename to assets/js/app.3f13d6d0.js
index a5e47366..f4648566 100644
--- a/assets/js/app.bef4d609.js
+++ b/assets/js/app.3f13d6d0.js
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diff --git a/assets/js/page--src--pages--genai-vue.0d2b8910.js b/assets/js/page--src--pages--genai-vue.0d2b8910.js
deleted file mode 100644
index 4a98e686..00000000
--- a/assets/js/page--src--pages--genai-vue.0d2b8910.js
+++ /dev/null
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diff --git a/assets/js/page--src--pages--genai-vue.da3056ec.js b/assets/js/page--src--pages--genai-vue.da3056ec.js
new file mode 100644
index 00000000..f4310f55
--- /dev/null
+++ b/assets/js/page--src--pages--genai-vue.da3056ec.js
@@ -0,0 +1 @@
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this.fetchSilos(this.passkey),this.isLoading=!1},selectSilo(t){localStorage.setItem("vidura-bot-configs",JSON.stringify({passkey:this.passkey,sessionId:this.sessionId,silo:t})),this.closePreChat()}}},l=(e("00FD"),Object(a.a)(d,(function(){var t=this,s=t._self._c;return t.isLoading?s("div",{staticClass:"prechat-loader"},[t._v("Loading...")]):t.passkey&&t.sessionId?s("div",{staticClass:"prechat-silos"},[s("h4",[t._v("Choose one of the silos")]),s("ul",t._l(t.silos,(function(e){return s("li",{key:e},[s("button",{on:{click:function(s){return t.selectSilo(e)}}},[t._v(t._s(e))])])})),0)]):s("form",{on:{submit:function(s){return s.preventDefault(),t.onLogin.apply(null,arguments)}}},[s("h4",[t._v("This demo is password protected")]),s("input",{attrs:{name:"vidura-password",type:"password",placeholder:"Password"}}),s("button",{attrs:{type:"submit"}},[t._v("Login")])])}),[],!1,null,null,null).exports);const u="https://vidura-api.tarkalabs.com";async function m(t){try{const 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How can I help you today?",themeColor:"#FF0303",selectorId:"chatbot",expand:!0,preChatRenderer:e=>(s=e,t),submitHandler:t=>async function(t){try{const s=localStorage.getItem("sita-bot-configs"),{passkey:e,llmName:i}=JSON.parse(s),a="https://sita.tarkalabs.com/api/chat",n=await fetch(a,{method:"POST",headers:{Authorization:"Bearer "+e,"Content-Type":"application/json"},body:JSON.stringify({question:t,llm_model_name:i})});if(200===n.status){const t=await n.json();return t.steps&&t.steps.forEach(t=>{console.log(t)}),t.costing&&console.log(t.costing),console.log("llm model = ",t.llm_model),Promise.resolve(t.output)}return Promise.resolve("Oops! There seem to be some internal issue :(")}catch(t){return console.error(t),"Something went wrong!"}}(t)});const e=document.createElement("div");t.appendChild(e),new c.a({el:e,render:t=>t(S,{props:{closePreChat:s,authorize:x,fetchLlmModels:Y}})})}}},M=(e("LbdL"),Object(a.a)(g,(function(){var t=this,s=t._self._c;return s("Layout",[s("template",{slot:"banner"},[s("div",{staticClass:"caption"},[t._v("\n    We know how to use "),s("br"),s("h1",[t._v("Generative AI")]),t._v("\n    to solve your problems\n  ")])]),s("div",{staticClass:"section"},[s("h4",{staticClass:"heading-size-7"},[t._v("\n      Discover how Gen AI can transform your challenges into opportunities. \n      We can help!\n    ")])]),s("div",{staticClass:"section"},[s("h4",{staticClass:"heading-size-8"},[t._v("Our AI solutions so far...")]),s("div",{staticClass:"tools"},[s("div",{staticClass:"tool"},[s("div",{staticClass:"name"},[s("img",{attrs:{src:e("/uUu")}}),s("h2",[t._v("KILI")])]),s("div",{staticClass:"abbr"},[s("AbbrHeader",{attrs:{heading:"Knowledgeable Interactive Language Improver"}})],1),s("div",{staticClass:"desc"},[s("p",[t._v("\n            A tool that helps to learn a new language through podcasts. 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powered by RAG technique.\n          ")]),s("h3",{staticClass:"heading-size-9"},[s("a",{attrs:{href:"#"},on:{click:function(s){return t.setupVidura()}}},[t._v("Demo")])])])]),s("div",{staticClass:"tool"},[s("div",{staticClass:"name"},[s("img",{attrs:{src:e("s7gf")}}),s("h2",[t._v("KRSNA")])]),s("div",{staticClass:"abbr"},[s("AbbrHeader",{attrs:{heading:"Knowledgeable Retail Shopping Navigation Assistant"}})],1),s("div",{staticClass:"desc"},[s("p",[t._v("\n            A chatbot that can help your customers to pick the right product to buy based on their preferences. \n            This tool uses LLM to find the customer preferences and searching for a match in its vector database of items\n          ")]),s("h3",{staticClass:"heading-size-9"},[s("a",{attrs:{href:"https://diverse-three-169585.framer.app",target:"_blank"}},[t._v("\n            Demo\n            ")])])])]),s("div",{staticClass:"tool"},[s("div",{staticClass:"name"},[s("img",{attrs:{src:e("jd03")}}),s("h2",[t._v("SITA")])]),s("div",{staticClass:"abbr"},[s("AbbrHeader",{attrs:{heading:"Smart Information and Task Assistant"}})],1),s("div",{staticClass:"desc"},[s("p",[t._v("\n            A chatbot that can answer questions very specific to user data by integrating with internal API endpoints of an organization. \n            A good use case is for the customer support chatbot which can give accurate details about their account, transactions, history, etc. \n            This tool is powered by LangChain and API adapters to easily integrate hundreds of APIs\n          ")]),s("h3",{staticClass:"heading-size-9"},[s("a",{attrs:{href:"#"},on:{click:function(s){return t.setupSita()}}},[t._v("Demo")])])])]),s("div",{staticClass:"tool"},[s("div",{staticClass:"name"},[s("img",{attrs:{src:e("PJus")}}),s("h2",[t._v("SEA")])]),s("div",{staticClass:"abbr"},[s("AbbrHeader",{attrs:{heading:"Sales 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diff --git a/careers/index.html b/careers/index.html
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-    <title>Careers - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><meta data-vue-tag="ssr" property="og:image" content="https://tarkalabs.com/images/og_image_1200x627.png"><meta data-vue-tag="ssr" property="og:image:height" content="627"><meta data-vue-tag="ssr" property="og:image:width" content="1200"><meta data-vue-tag="ssr" property="og:title" content="Job Openings · Tarka Labs"><meta data-vue-tag="ssr" property="og:description" content="We love clean code, clever designs, everyday learning, and autonomy over our roles. Join our collective. Explore our current job openings."><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--careers-vue.239a4f9e.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
+    <title>Careers - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><meta data-vue-tag="ssr" property="og:image" content="https://tarkalabs.com/images/og_image_1200x627.png"><meta data-vue-tag="ssr" property="og:image:height" content="627"><meta data-vue-tag="ssr" property="og:image:width" content="1200"><meta data-vue-tag="ssr" property="og:title" content="Job Openings · Tarka Labs"><meta data-vue-tag="ssr" property="og:description" content="We love clean code, clever designs, everyday learning, and autonomy over our roles. Join our collective. Explore our current job openings."><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--careers-vue.239a4f9e.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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         <a href="/" class="noscript-logo">Tarka <br />_Labs</a>
@@ -88,6 +88,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
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     <a href="https://medium.com/tarkalabs" target="_blank" rel="noopener" data-v-6884d1c0>more <br data-v-6884d1c0>
       reads</a></div></div><!----></div><div data-v-996dafb6></div></div><div id="footer" class="baseLayout" data-v-996dafb6 data-v-b5a9baaa><div data-v-996dafb6></div><div data-v-996dafb6><div class="site-footer" data-v-0a037a4b data-v-b5a9baaa><ul class="main-nav footer" data-v-35bc7266 data-v-0a037a4b><div class="primary fadeIn" data-v-35bc7266><li data-v-35bc7266><a href="https://design.tarkalabs.com/" target="_self" data-v-35bc7266>/Design</a></li><li data-v-35bc7266><a href="/develop" data-v-35bc7266>/Develop</a></li><li data-v-35bc7266><a href="/projects" data-v-35bc7266>/Projects</a></li><li data-v-35bc7266><a href="/careers" aria-current="page" class="active--exact active" data-v-35bc7266>/Careers</a></li><li data-v-35bc7266><a href="/about" data-v-35bc7266>/About</a></li><li data-v-35bc7266><a href="/contact" data-v-35bc7266>/Contact</a></li></div></ul><div class="subnav" data-v-0a037a4b><ul class="sub body-jetbrains-size-11 footer fadeIn" data-v-1fd061a8 data-v-0a037a4b><li data-v-1fd061a8><a href="/train" data-v-1fd061a8>/train</a></li><li data-v-1fd061a8><a href="/talks" data-v-1fd061a8>/talks</a></li><li data-v-1fd061a8><a href="https://medium.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-1fd061a8>/blog</a></li></ul><div data-v-fae945d8 data-v-0a037a4b><a href="https://twitter.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-fae945d8>Twitter</a><a href="https://in.linkedin.com/company/tarka-labs" target="_blank" rel="noopener" class="external" data-v-fae945d8>LinkedIn</a></div><div class="sedin" data-v-0a037a4b><a href="https://sedintechnologies.com/" target="_blank" rel="noopener" class="external" data-v-0a037a4b>Tarka Labs is a division of Sedin Technologies</a></div></div></div></div><div data-v-996dafb6></div></div></div></div></div>
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diff --git a/contact/index.html b/contact/index.html
index 3e7e6675..5b9d5977 100644
--- a/contact/index.html
+++ b/contact/index.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
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-    <title>Beatclub - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><meta data-vue-tag="ssr" name="description" content="Timbaland and his team contacted Tarka Labs with a vision for a next-generation music discovery, collaboration, and licensing platform for artists &amp; producers. In the months that followed, we collaborated with them to transform their idea into an efficient and elegant tool."><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--design-case-study-vue.dd327b5c.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"de2f2c5e099f4693a72f8552fd2374c5","title":"Beatclub","clientId":22,"bannerHeading":"","bannerText":"Changing the way music is made.","bannerVideo":"","blurb":"Timbaland and his team contacted Tarka Labs with a vision for a next-generation music discovery, collaboration, and licensing platform for artists & producers. In the months that followed, we collaborated with them to transform their idea into an efficient and elegant tool.","servicesOffered":"Art direction \u002F Web design \u002F Information architecture \u002F Prototyping","builtFor":"Desktop, Mobile","tech":"figma, figma tokens, after effects, illustrator, photoshop","content":"\u003Ch1 id=\"background\"\u003E\u003Ca href=\"#background\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBackground\u003C\u002Fh1\u003E\n\u003Ch2 id=\"standing-out-in-the-music-biz\"\u003E\u003Ca href=\"#standing-out-in-the-music-biz\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EStanding out in the music biz\u003C\u002Fh2\u003E\n\u003Cp\u003EBreaking into the mainstream music world is incredibly difficult, especially given the proliferation in recent years of so called “bedroom producers” — artists making music on their laptops at home. Labels are constantly on the lookout for new artists to sign, but also material that they can use for the big artists they’re already working with. This pipeline has historically been fractured and inefficient, with no good way for smaller artists to get noticed, or for Artist &#x26; Repertoire (A&#x26;R) teams to find them. Enter Beatclub.\u003C\u002Fp\u003E\n\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"connecting-the-dots\"\u003E\u003Ca href=\"#connecting-the-dots\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EConnecting the dots\u003C\u002Fh2\u003E\n\u003Cp\u003ETimbaland and his team came to us with a vision: Build a platform to connect not only the world’s beatmakers &#x26; bedroom producers with major labels, but also to give artists of all kinds powerful tools to collaborate and license their music.\u003C\u002Fp\u003E\n\u003Ch1 id=\"exploration\"\u003E\u003Ca href=\"#exploration\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EExploration\u003C\u002Fh1\u003E\n\u003Ch2 id=\"finding-the-right-beat\"\u003E\u003Ca href=\"#finding-the-right-beat\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EFinding the right beat\u003C\u002Fh2\u003E\n\u003Cp\u003EThere are times when you need to start vibing before you start thinking. We got straight into finding the right look and feel, starting with the heart of the platform for exploration – Home – where we knew all the information and actions were going to converge.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727101014?h=b119fe5462&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"building-blocks\"\u003E\u003Ca href=\"#building-blocks\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilding blocks\u003C\u002Fh1\u003E\n\u003Ch2 id=\"a-future-proof-plan\"\u003E\u003Ca href=\"#a-future-proof-plan\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EA future-proof plan\u003C\u002Fh2\u003E\n\u003Cp\u003EOnce we had a visual direction it was time to chart out the core building blocks. The system had to be modular in order to ensure future growth potential and scalability. Unlike building a house, a digital product requires simultaneous design of functionality and its supporting building blocks. By revisiting this process throughout the course of the project, we ended up with a robust, scalable design system expressed in a consistent visual language.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv class=\"stack\"\u003E\n    \u003Cimg src=\"\u002Fbeatclub\u002Ficons.png\" loading=\"lazy\"\u002F\u003E\n    \u003Cimg src=\"\u002Fbeatclub\u002Fmisc components.png\" loading=\"lazy\"\u002F\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv class=\"stack\"\u003E\n    \u003Cimg src=\"\u002Fbeatclub\u002Frows.png\" loading=\"lazy\"\u002F\u003E\n    \u003Cimg src=\"\u002Fbeatclub\u002Fcards n stuff.png\" loading=\"lazy\"\u002F\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"play-time\"\u003E\u003Ca href=\"#play-time\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EPlay time\u003C\u002Fh2\u003E\n\u003Cp\u003EThrough the course of many conversations, the Beatclub music player emerged as a central defining feature of the experience. It needed to evolve beyond a simple listening tool, packing features to help producers screen, save, annotate, and build upon existing tracks. A few key features are:\u003C\u002Fp\u003E\n\u003Cdiv class=\"scroll\"\u003E\n  \u003Cdiv class=\"col eql\"\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F726195384?h=a7bb658a7e&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Player waveform - mobile\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003EListening with your eyes\u003C\u002Fh3\u003E\n      \u003Cp\u003EAn audio waveform provides a visual way to assess the landscape of the track even before it starts playing. This helps listeners judge where key moments like intros or drops begin and end.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F726196004?h=e84abf8a21&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Section markers\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003EFollowing the signs\u003C\u002Fh3\u003E\n      \u003Cp\u003ETracks can be marked by their creators with different sections like chorus, hook, and bridge. Listeners can skip to these markers, or set their player to always start from a certain point, letting them quickly scan through material.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460094?h=4c44baf681&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"BPM control\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003EChoosing your speed\u003C\u002Fh3\u003E\n      \u003Cp\u003EProducers think about pace in terms of BPM (beats per minute). Changing BPM is a common sampling technique since it can change the energy or feel of a track. Being able to preview BPM changes can help producers evaluate if a certain track or sample will work for what they have in mind.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F726196930?h=a6a0b7be85&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Save clip\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003ESnip snip\u003C\u002Fh3\u003E\n      \u003Cp\u003EThe clip tool allows users to save a specific portion of a track, or quickly set up a loop to jam along with if something catches their ear.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460503?h=e405fcb36b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Voice recording\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003EInspiration waits for no one\u003C\u002Fh3\u003E\n      \u003Cp\u003EA built-in multi-track recorder allows artists to go from idea to demo in record time. This surprisingly powerful tool is essentially a mini audio workstation in your pocket, complete with effects and    arrangement capabilities.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460014?h=fec2efc0b0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Add note\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003ETake note\u003C\u002Fh3\u003E\n      \u003Cp\u003ENotes allow users to jot down their thoughts on a track as they come. Slide the note along the track timeline to save it at a specific timestamp.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Cdiv class=\"col eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container portrait\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F726196930?h=a6a0b7be85&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Save clip\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Ch3\u003ESnip snip\u003C\u002Fh3\u003E\n    \u003Cp\u003EThe clip tool allows users to save a specific portion of a track, or quickly set up a loop to jam along with if something catches their ear.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container portrait\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460503?h=e405fcb36b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Voice recording\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Ch3\u003EInspiration waits for no one\u003C\u002Fh3\u003E\n    \u003Cp\u003EA built-in multi-track recorder allows artists to go from idea to demo in record time. This surprisingly powerful tool is essentially a mini audio workstation in your pocket, complete with effects and    arrangement capabilities.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container portrait\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460014?h=fec2efc0b0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Add note\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Ch3\u003ETake note\u003C\u002Fh3\u003E\n    \u003Cp\u003ENotes allow users to jot down their thoughts on a track as they come. Slide the note along the track timeline to save it at a specific timestamp.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"getting-around\"\u003E\u003Ca href=\"#getting-around\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGetting around\u003C\u002Fh2\u003E\n\u003Cp\u003EWhen it comes to navigation, consistency is key. We divided most layouts into three common sections: primary navigation to the left, user content to the right, search, filter and page content in a large central area.\u003C\u002Fp\u003E\n\u003Ch3 id=\"the-search-silo-problem\"\u003E\u003Ca href=\"#the-search-silo-problem\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe search silo problem\u003C\u002Fh3\u003E\n\u003Cp\u003EA common problem that we see in some platforms is the search silo. When you enter a search term, you’re sent to a bespoke search results page that’s disconnected from the rest of the platform. If you want to refine your search, you have to start again with a new search. Fortunately, there’s a solution.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container portrait\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460395?h=43b746fadc&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Search and filter\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Ch3\u003ESearch, meet filter\u003C\u002Fh3\u003E\n    \u003Cp\u003EWe like to take an approach where search terms are treated as simply another type of filter. The active filters area suggests common filters based on what the user has already selected. The search box will  suggest known filter types when possible, or will convert a search term into a generic filter chip if not. This lets users mix and match search and filter to refine their results as they go, or go in another direction completely. It also allows us to avoid crafting one-off search results pages for each type of content, saving development effort and everyone’s sanity along the way.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"on-your-desk--in-your-pocket\"\u003E\u003Ca href=\"#on-your-desk--in-your-pocket\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOn your desk &#x26; in your pocket\u003C\u002Fh2\u003E\n\u003Cp\u003EA modular, component-based approach helps encapsulate responsive behavior within the core building blocks. That means when it comes to designing for mobile, half the battle is already won. The other half is adapting the navigation to suit the mobile form factor.\u003C\u002Fp\u003E\n\u003Cdiv class=\"media-block\"\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fbeatclub\u002Fnesting.png\" loading=\"lazy\"\u003E\n\u003C\u002Ffigure\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fbeatclub\u002Ftrack-row.png\" loading=\"lazy\"\u003E\n\u003C\u002Ffigure\u003E\n\u003Cdiv\u003E\n  \u003Cdiv class=\"iframe-container\"\u003E\n    \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460125?h=6addc7a07b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Navigation - desktop\"\u003E\u003C\u002Fiframe\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv class=\"iframe-container portrait\"\u003E\n    \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460233?h=57cfd2c46c&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Navigation - mobile\"\u003E\u003C\u002Fiframe\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"forms-that-dont-suck\"\u003E\u003Ca href=\"#forms-that-dont-suck\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EForms that don’t suck\u003C\u002Fh2\u003E\n\u003Cp\u003EIf a platform needs a lot of content to be successful, getting it on there better be easy. Good forms should accomplish two things: They should be easy for first time users, and fast for repeat users. The result? A streamlined process that respects users' time and energy.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981209?h=e8d524f8dd&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"File upload\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"drag-it-all-in\"\u003E\u003Ca href=\"#drag-it-all-in\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDrag it all in\u003C\u002Fh3\u003E\n\u003Cp\u003EWe started by designing an upload queue where users can dump their files all at once. An intuitive progress tracker gives a birds-eye view of what’s left to do.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981149?h=88cfb637da&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Batch actions\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"complexity-only-when-you-need-it\"\u003E\u003Ca href=\"#complexity-only-when-you-need-it\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EComplexity, only when you need it\u003C\u002Fh3\u003E\n\u003Cp\u003EBatch controls mean experienced users can upload large sound libraries and multiple tracks, then fly through processing them. Expandable option groups keep a minimal footprint until needed.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981276?h=aa8d75d41d&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Form sections\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"sections\"\u003E\u003Ca href=\"#sections\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESections\u003C\u002Fh3\u003E\n\u003Cp\u003EThe upload process is broken into clear sections that users can jump between with a click if needed. Progress is always saved automatically, with a summary of each completed section appearing when it’s collapsed.\u003C\u002Fp\u003E\n\u003Ch2 id=\"an-opportunity-presents-itself\"\u003E\u003Ca href=\"#an-opportunity-presents-itself\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAn opportunity presents itself\u003C\u002Fh2\u003E\n\u003Cp\u003EThe connection between label A&#x26;R teams and the vast untapped resource of bedroom producers has always been tenuous at best. Even when A&#x26;R teams can get music submissions, they don’t have good tools to manage and sort through them. To solve this problem, we created a first-class experience to connect the two.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981347?h=616d75d462&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Opportunities upload\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"crafting-a-vip-experience\"\u003E\u003Ca href=\"#crafting-a-vip-experience\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECrafting a VIP experience\u003C\u002Fh3\u003E\n\u003Cp\u003EEvery producer on Beatclub has the chance to get a VIP invitation to the opportunities portal where they can submit work for consideration by labels representing major artists. It’s a perfect scouting tool for the labels, and an amazing opportunity for producers to get writing or production credits for top-level artists, and real compensation for their work.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981397?h=fade2280cb&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Sorting\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"sorting-at-the-speed-of-sound\"\u003E\u003Ca href=\"#sorting-at-the-speed-of-sound\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESorting at the speed of sound\u003C\u002Fh3\u003E\n\u003Cp\u003EFor A&#x26;R teams, getting submissions is half of the equation. Sorting through them is a different story. We built team functionality for labels that lets them invite members and set permissions. Team members with access can review submissions in a collaborative and open way that keeps everyone up to date, team and artist alike. When a piece of music is chosen, licensing can be finalized directly on the platform. Mutual access between new talent and labels has never been this easy.\u003C\u002Fp\u003E\n\u003Ch2 id=\"beatclub-pro\"\u003E\u003Ca href=\"#beatclub-pro\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBeatclub Pro\u003C\u002Fh2\u003E\n\u003Cp\u003EEvery free-to-use platform faces the inevitable question: What does our premium tier look like? We wanted to take advantage of the nature of the platform to create a premium experience that would be engaging and rewarding to buyers: Beatclub Pro.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981429?h=d73093889a&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Subscriber drop\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"subscriber-drop\"\u003E\u003Ca href=\"#subscriber-drop\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESubscriber drop\u003C\u002Fh3\u003E\n\u003Cp\u003EThe first component of the Pro subscription is the Subscriber drop. Every month the Beatclub team collects three exclusive beats and one soundpack from top producers and posts it to the subscriber drop page. Subscribers can choose to redeem one item from the list as part of their membership.\u003C\u002Fp\u003E\n\u003Ch3 id=\"track-challenge\"\u003E\u003Ca href=\"#track-challenge\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETrack challenge\u003C\u002Fh3\u003E\n\u003Cp\u003EThis is where things get fun. Subscribers get to upload their work as part of the monthly challenge. When judging closes for the month, the winning tracks are featured on the home page. Here’s the best part: the submissions are available for sale to be licensed and used elsewhere. By taking advantage of the marketplace framework already in place, Beatclub Pro creates a virtuous cycle where exclusive access and recognition aren’t the only things up for grabs.\u003C\u002Fp\u003E\n\u003Ch2 id=\"notable-mentions\"\u003E\u003Ca href=\"#notable-mentions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ENotable mentions\u003C\u002Fh2\u003E\n\u003Ch3 id=\"messaging\"\u003E\u003Ca href=\"#messaging\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EMessaging\u003C\u002Fh3\u003E\n\u003Cp\u003ETask and app-switching consumes untold hours of time daily. Since user-to-user messaging was already a requirement for the platform, we extended the feature to include group messages. Ideal for A&#x26;R teams who spend their day on the platform anyway, and who want to take full advantage of the built-in sharing tools. Groups aren’t just for work though, they also allow platforms to foster community within their user base.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981305?h=b3b0cb00d1&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" width=\"3688\" height=\"2304\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Live feed\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"live-feed\"\u003E\u003Ca href=\"#live-feed\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELive feed\u003C\u002Fh3\u003E\n\u003Cp\u003ELet’s face it — analytics are cool, but they can also be pretty dry. In an effort to create a positive feedback loop for new and veteran users alike, we designed the live feed panel. This lets users see engagement with their content in real time, letting them feel the action happening on their profile, and encouraging them to grow their music hustle further.\u003C\u002Fp\u003E\n","type":"design","allowSearchEngineIndexing":true},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--design-case-study-vue.dd327b5c.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"de2f2c5e099f4693a72f8552fd2374c5","title":"Beatclub","clientId":22,"bannerHeading":"","bannerText":"Changing the way music is made.","bannerVideo":"","blurb":"Timbaland and his team contacted Tarka Labs with a vision for a next-generation music discovery, collaboration, and licensing platform for artists & producers. In the months that followed, we collaborated with them to transform their idea into an efficient and elegant tool.","servicesOffered":"Art direction \u002F Web design \u002F Information architecture \u002F Prototyping","builtFor":"Desktop, Mobile","tech":"figma, figma tokens, after effects, illustrator, photoshop","content":"\u003Ch1 id=\"background\"\u003E\u003Ca href=\"#background\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBackground\u003C\u002Fh1\u003E\n\u003Ch2 id=\"standing-out-in-the-music-biz\"\u003E\u003Ca href=\"#standing-out-in-the-music-biz\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EStanding out in the music biz\u003C\u002Fh2\u003E\n\u003Cp\u003EBreaking into the mainstream music world is incredibly difficult, especially given the proliferation in recent years of so called “bedroom producers” — artists making music on their laptops at home. Labels are constantly on the lookout for new artists to sign, but also material that they can use for the big artists they’re already working with. This pipeline has historically been fractured and inefficient, with no good way for smaller artists to get noticed, or for Artist &#x26; Repertoire (A&#x26;R) teams to find them. Enter Beatclub.\u003C\u002Fp\u003E\n\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"connecting-the-dots\"\u003E\u003Ca href=\"#connecting-the-dots\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EConnecting the dots\u003C\u002Fh2\u003E\n\u003Cp\u003ETimbaland and his team came to us with a vision: Build a platform to connect not only the world’s beatmakers &#x26; bedroom producers with major labels, but also to give artists of all kinds powerful tools to collaborate and license their music.\u003C\u002Fp\u003E\n\u003Ch1 id=\"exploration\"\u003E\u003Ca href=\"#exploration\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EExploration\u003C\u002Fh1\u003E\n\u003Ch2 id=\"finding-the-right-beat\"\u003E\u003Ca href=\"#finding-the-right-beat\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EFinding the right beat\u003C\u002Fh2\u003E\n\u003Cp\u003EThere are times when you need to start vibing before you start thinking. We got straight into finding the right look and feel, starting with the heart of the platform for exploration – Home – where we knew all the information and actions were going to converge.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727101014?h=b119fe5462&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"building-blocks\"\u003E\u003Ca href=\"#building-blocks\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilding blocks\u003C\u002Fh1\u003E\n\u003Ch2 id=\"a-future-proof-plan\"\u003E\u003Ca href=\"#a-future-proof-plan\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EA future-proof plan\u003C\u002Fh2\u003E\n\u003Cp\u003EOnce we had a visual direction it was time to chart out the core building blocks. The system had to be modular in order to ensure future growth potential and scalability. Unlike building a house, a digital product requires simultaneous design of functionality and its supporting building blocks. By revisiting this process throughout the course of the project, we ended up with a robust, scalable design system expressed in a consistent visual language.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv class=\"stack\"\u003E\n    \u003Cimg src=\"\u002Fbeatclub\u002Ficons.png\" loading=\"lazy\"\u002F\u003E\n    \u003Cimg src=\"\u002Fbeatclub\u002Fmisc components.png\" loading=\"lazy\"\u002F\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv class=\"stack\"\u003E\n    \u003Cimg src=\"\u002Fbeatclub\u002Frows.png\" loading=\"lazy\"\u002F\u003E\n    \u003Cimg src=\"\u002Fbeatclub\u002Fcards n stuff.png\" loading=\"lazy\"\u002F\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"play-time\"\u003E\u003Ca href=\"#play-time\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EPlay time\u003C\u002Fh2\u003E\n\u003Cp\u003EThrough the course of many conversations, the Beatclub music player emerged as a central defining feature of the experience. It needed to evolve beyond a simple listening tool, packing features to help producers screen, save, annotate, and build upon existing tracks. A few key features are:\u003C\u002Fp\u003E\n\u003Cdiv class=\"scroll\"\u003E\n  \u003Cdiv class=\"col eql\"\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F726195384?h=a7bb658a7e&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Player waveform - mobile\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003EListening with your eyes\u003C\u002Fh3\u003E\n      \u003Cp\u003EAn audio waveform provides a visual way to assess the landscape of the track even before it starts playing. This helps listeners judge where key moments like intros or drops begin and end.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F726196004?h=e84abf8a21&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Section markers\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003EFollowing the signs\u003C\u002Fh3\u003E\n      \u003Cp\u003ETracks can be marked by their creators with different sections like chorus, hook, and bridge. Listeners can skip to these markers, or set their player to always start from a certain point, letting them quickly scan through material.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460094?h=4c44baf681&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"BPM control\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003EChoosing your speed\u003C\u002Fh3\u003E\n      \u003Cp\u003EProducers think about pace in terms of BPM (beats per minute). Changing BPM is a common sampling technique since it can change the energy or feel of a track. Being able to preview BPM changes can help producers evaluate if a certain track or sample will work for what they have in mind.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F726196930?h=a6a0b7be85&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Save clip\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003ESnip snip\u003C\u002Fh3\u003E\n      \u003Cp\u003EThe clip tool allows users to save a specific portion of a track, or quickly set up a loop to jam along with if something catches their ear.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460503?h=e405fcb36b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Voice recording\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003EInspiration waits for no one\u003C\u002Fh3\u003E\n      \u003Cp\u003EA built-in multi-track recorder allows artists to go from idea to demo in record time. This surprisingly powerful tool is essentially a mini audio workstation in your pocket, complete with effects and    arrangement capabilities.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Cdiv\u003E\n      \u003Cdiv class=\"iframe-container portrait\"\u003E\n        \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460014?h=fec2efc0b0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Add note\"\u003E\u003C\u002Fiframe\u003E\n      \u003C\u002Fdiv\u003E\n      \u003Ch3\u003ETake note\u003C\u002Fh3\u003E\n      \u003Cp\u003ENotes allow users to jot down their thoughts on a track as they come. Slide the note along the track timeline to save it at a specific timestamp.\u003C\u002Fp\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Cdiv class=\"col eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container portrait\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F726196930?h=a6a0b7be85&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Save clip\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Ch3\u003ESnip snip\u003C\u002Fh3\u003E\n    \u003Cp\u003EThe clip tool allows users to save a specific portion of a track, or quickly set up a loop to jam along with if something catches their ear.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container portrait\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460503?h=e405fcb36b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Voice recording\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Ch3\u003EInspiration waits for no one\u003C\u002Fh3\u003E\n    \u003Cp\u003EA built-in multi-track recorder allows artists to go from idea to demo in record time. This surprisingly powerful tool is essentially a mini audio workstation in your pocket, complete with effects and    arrangement capabilities.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container portrait\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460014?h=fec2efc0b0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Add note\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n    \u003Ch3\u003ETake note\u003C\u002Fh3\u003E\n    \u003Cp\u003ENotes allow users to jot down their thoughts on a track as they come. Slide the note along the track timeline to save it at a specific timestamp.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"getting-around\"\u003E\u003Ca href=\"#getting-around\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGetting around\u003C\u002Fh2\u003E\n\u003Cp\u003EWhen it comes to navigation, consistency is key. We divided most layouts into three common sections: primary navigation to the left, user content to the right, search, filter and page content in a large central area.\u003C\u002Fp\u003E\n\u003Ch3 id=\"the-search-silo-problem\"\u003E\u003Ca href=\"#the-search-silo-problem\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe search silo problem\u003C\u002Fh3\u003E\n\u003Cp\u003EA common problem that we see in some platforms is the search silo. When you enter a search term, you’re sent to a bespoke search results page that’s disconnected from the rest of the platform. If you want to refine your search, you have to start again with a new search. Fortunately, there’s a solution.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container portrait\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460395?h=43b746fadc&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Search and filter\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Ch3\u003ESearch, meet filter\u003C\u002Fh3\u003E\n    \u003Cp\u003EWe like to take an approach where search terms are treated as simply another type of filter. The active filters area suggests common filters based on what the user has already selected. The search box will  suggest known filter types when possible, or will convert a search term into a generic filter chip if not. This lets users mix and match search and filter to refine their results as they go, or go in another direction completely. It also allows us to avoid crafting one-off search results pages for each type of content, saving development effort and everyone’s sanity along the way.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"on-your-desk--in-your-pocket\"\u003E\u003Ca href=\"#on-your-desk--in-your-pocket\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOn your desk &#x26; in your pocket\u003C\u002Fh2\u003E\n\u003Cp\u003EA modular, component-based approach helps encapsulate responsive behavior within the core building blocks. That means when it comes to designing for mobile, half the battle is already won. The other half is adapting the navigation to suit the mobile form factor.\u003C\u002Fp\u003E\n\u003Cdiv class=\"media-block\"\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fbeatclub\u002Fnesting.png\" loading=\"lazy\"\u003E\n\u003C\u002Ffigure\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fbeatclub\u002Ftrack-row.png\" loading=\"lazy\"\u003E\n\u003C\u002Ffigure\u003E\n\u003Cdiv\u003E\n  \u003Cdiv class=\"iframe-container\"\u003E\n    \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460125?h=6addc7a07b&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Navigation - desktop\"\u003E\u003C\u002Fiframe\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv class=\"iframe-container portrait\"\u003E\n    \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727460233?h=57cfd2c46c&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Navigation - mobile\"\u003E\u003C\u002Fiframe\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"forms-that-dont-suck\"\u003E\u003Ca href=\"#forms-that-dont-suck\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EForms that don’t suck\u003C\u002Fh2\u003E\n\u003Cp\u003EIf a platform needs a lot of content to be successful, getting it on there better be easy. Good forms should accomplish two things: They should be easy for first time users, and fast for repeat users. The result? A streamlined process that respects users' time and energy.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981209?h=e8d524f8dd&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"File upload\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"drag-it-all-in\"\u003E\u003Ca href=\"#drag-it-all-in\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDrag it all in\u003C\u002Fh3\u003E\n\u003Cp\u003EWe started by designing an upload queue where users can dump their files all at once. An intuitive progress tracker gives a birds-eye view of what’s left to do.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981149?h=88cfb637da&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Batch actions\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"complexity-only-when-you-need-it\"\u003E\u003Ca href=\"#complexity-only-when-you-need-it\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EComplexity, only when you need it\u003C\u002Fh3\u003E\n\u003Cp\u003EBatch controls mean experienced users can upload large sound libraries and multiple tracks, then fly through processing them. Expandable option groups keep a minimal footprint until needed.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981276?h=aa8d75d41d&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Form sections\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"sections\"\u003E\u003Ca href=\"#sections\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESections\u003C\u002Fh3\u003E\n\u003Cp\u003EThe upload process is broken into clear sections that users can jump between with a click if needed. Progress is always saved automatically, with a summary of each completed section appearing when it’s collapsed.\u003C\u002Fp\u003E\n\u003Ch2 id=\"an-opportunity-presents-itself\"\u003E\u003Ca href=\"#an-opportunity-presents-itself\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAn opportunity presents itself\u003C\u002Fh2\u003E\n\u003Cp\u003EThe connection between label A&#x26;R teams and the vast untapped resource of bedroom producers has always been tenuous at best. Even when A&#x26;R teams can get music submissions, they don’t have good tools to manage and sort through them. To solve this problem, we created a first-class experience to connect the two.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981347?h=616d75d462&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Opportunities upload\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"crafting-a-vip-experience\"\u003E\u003Ca href=\"#crafting-a-vip-experience\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECrafting a VIP experience\u003C\u002Fh3\u003E\n\u003Cp\u003EEvery producer on Beatclub has the chance to get a VIP invitation to the opportunities portal where they can submit work for consideration by labels representing major artists. It’s a perfect scouting tool for the labels, and an amazing opportunity for producers to get writing or production credits for top-level artists, and real compensation for their work.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981397?h=fade2280cb&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Sorting\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"sorting-at-the-speed-of-sound\"\u003E\u003Ca href=\"#sorting-at-the-speed-of-sound\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESorting at the speed of sound\u003C\u002Fh3\u003E\n\u003Cp\u003EFor A&#x26;R teams, getting submissions is half of the equation. Sorting through them is a different story. We built team functionality for labels that lets them invite members and set permissions. Team members with access can review submissions in a collaborative and open way that keeps everyone up to date, team and artist alike. When a piece of music is chosen, licensing can be finalized directly on the platform. Mutual access between new talent and labels has never been this easy.\u003C\u002Fp\u003E\n\u003Ch2 id=\"beatclub-pro\"\u003E\u003Ca href=\"#beatclub-pro\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBeatclub Pro\u003C\u002Fh2\u003E\n\u003Cp\u003EEvery free-to-use platform faces the inevitable question: What does our premium tier look like? We wanted to take advantage of the nature of the platform to create a premium experience that would be engaging and rewarding to buyers: Beatclub Pro.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981429?h=d73093889a&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Subscriber drop\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"subscriber-drop\"\u003E\u003Ca href=\"#subscriber-drop\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESubscriber drop\u003C\u002Fh3\u003E\n\u003Cp\u003EThe first component of the Pro subscription is the Subscriber drop. Every month the Beatclub team collects three exclusive beats and one soundpack from top producers and posts it to the subscriber drop page. Subscribers can choose to redeem one item from the list as part of their membership.\u003C\u002Fp\u003E\n\u003Ch3 id=\"track-challenge\"\u003E\u003Ca href=\"#track-challenge\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETrack challenge\u003C\u002Fh3\u003E\n\u003Cp\u003EThis is where things get fun. Subscribers get to upload their work as part of the monthly challenge. When judging closes for the month, the winning tracks are featured on the home page. Here’s the best part: the submissions are available for sale to be licensed and used elsewhere. By taking advantage of the marketplace framework already in place, Beatclub Pro creates a virtuous cycle where exclusive access and recognition aren’t the only things up for grabs.\u003C\u002Fp\u003E\n\u003Ch2 id=\"notable-mentions\"\u003E\u003Ca href=\"#notable-mentions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ENotable mentions\u003C\u002Fh2\u003E\n\u003Ch3 id=\"messaging\"\u003E\u003Ca href=\"#messaging\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EMessaging\u003C\u002Fh3\u003E\n\u003Cp\u003ETask and app-switching consumes untold hours of time daily. Since user-to-user messaging was already a requirement for the platform, we extended the feature to include group messages. Ideal for A&#x26;R teams who spend their day on the platform anyway, and who want to take full advantage of the built-in sharing tools. Groups aren’t just for work though, they also allow platforms to foster community within their user base.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F727981305?h=b3b0cb00d1&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" width=\"3688\" height=\"2304\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Live feed\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"live-feed\"\u003E\u003Ca href=\"#live-feed\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELive feed\u003C\u002Fh3\u003E\n\u003Cp\u003ELet’s face it — analytics are cool, but they can also be pretty dry. In an effort to create a positive feedback loop for new and veteran users alike, we designed the live feed panel. This lets users see engagement with their content in real time, letting them feel the action happening on their profile, and encouraging them to grow their music hustle further.\u003C\u002Fp\u003E\n","type":"design","allowSearchEngineIndexing":true},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--design-case-study-vue.dd327b5c.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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diff --git a/design/framework-launch-video/index.html b/design/framework-launch-video/index.html
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+    <title>Framework - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><meta data-vue-tag="ssr" name="description" content="The Framework Laptop 16 is all set to revolutionize the category with an open system that allows anyone to build and swap modules easily, providing complete flexibility and sustainability in upgrading or repairing components. Our challenge was to showcase the simplicity of module swapping and highlight the endless possibilities it offers to users."><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--design-case-study-vue.dd327b5c.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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         <a href="/" class="noscript-logo">Tarka <br />_Labs</a>
@@ -114,6 +114,6 @@ <h1 id="the-event"><a href="#the-event" aria-hidden="true"><span class="icon ico
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"e9f5e6f6a376d4d8b9a48640ba8a7b9b","title":"Framework","clientId":26,"bannerHeading":"","bannerText":"Animating the essence of Framework Laptop 16","bannerVideo":"framework-lv-cover.mp4","blurb":"The Framework Laptop 16 is all set to revolutionize the category with an open system that allows anyone to build and swap modules easily, providing complete flexibility and sustainability in upgrading or repairing components. Our challenge was to showcase the simplicity of module swapping and highlight the endless possibilities it offers to users.","servicesOffered":"Art direction \u002F Animation \u002F Design","builtFor":"","tech":"blender, figma, after effects, illustrator","content":"\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817258577?h=76b3099e27&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Cp\u003EFor the launch event, our team was tasked with creating an animation that would be displayed on a loop in the gallery, alongside the in-house modules and prototypes.\u003C\u002Fp\u003E\n\u003Ch1 id=\"the-look\"\u003E\u003Ca href=\"#the-look\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe look\u003C\u002Fh1\u003E\n\u003Cp\u003EWith a working title of 'Dream Modules', our goal was to present Framework's potential in helping people and organizations truly build their own custom modules with limitless possibilities.\u003C\u002Fp\u003E\n\u003Cp\u003ETo achieve this goal, we decided to avoid creating realistic renders that would limit the viewer's imagination and suggest a fixed, predetermined outcome. Instead, we decided to give the animation an illustrative and magical quality. This approach allowed us to convey the technical aspects of the laptop's modular design in a clear and accessible way, while also leaving ample room for viewers to visualize their own unique module ideas.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv class=\"stack\"\u003E\n    \u003Cdiv class=\"iframe-container square\"\u003E\n        \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817315163?h=1478fd03af&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv class=\"stack\"\u003E\n    \u003Cimg src=\"\u002Fframework-launch-video\u002Ffw-look-2@2x.png\" loading=\"lazy\"\u002F\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"animation\"\u003E\u003Ca href=\"#animation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAnimation\u003C\u002Fh1\u003E\n\u003Ch2 id=\"centralising-the-animation\"\u003E\u003Ca href=\"#centralising-the-animation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECentralising the animation\u003C\u002Fh2\u003E\n\u003Cp\u003EThe input panel on the Framework Laptop 16 is designed with two rows – top and bottom, each capable of accommodating three sizes of modules. Each row has its own insertion and release mechanisms. While all modules within a row use one mechanism, we needed to maintain this consistency with 15 unique modules while making the system adaptable through revisions. To achieve this, we developed a base animation for the insertion and release mechanisms using Blender. We stored these animations as actions and utilized the Non-Linear Animation (NLA) editor to structure and apply the animations to multiple objects centrally.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817305001?h=6c603a33d3&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"procedural-visualisations\"\u003E\u003Ca href=\"#procedural-visualisations\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EProcedural visualisations\u003C\u002Fh2\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container square\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817261324?h=25dec3e703&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Display animation\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Ch3\u003EDisplay animation\u003C\u002Fh3\u003E\n    \u003Cp\u003ETo maintain a sense of continuity throughout the animation loop, we designed a display visualisation that spanned the video. Using Blender nodes allowed us to exercise complete control over the animation's speed, length, and visual aspects. For this purpose, we utilized a wave texture with black and white color that was run through the display object. By linking the wave's phase with the animation time and running a color spectrum through the white of the wave, we were able to create the fluid motion seen here.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container square\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817290113?h=dfeb1fc16a&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"RGB Keyboard\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Ch3\u003ERGB Keyboard\u003C\u002Fh3\u003E\n    \u003Cp\u003EFollowing the path we took for the display animation, we took a similar approach for the RGB colors at the back of the keys. Instead of running the color spectrum through the white of the wave, we directly applied it to the shape of the wave to achieve the fast-changing RGB colors. This technique ensured that the keyboard animation remained consistent with the display animation.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container square\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817292202?h=1ed0b40799&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"LED Matrix\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Ch3\u003ELED Matrix\u003C\u002Fh3\u003E\n    \u003Cp\u003EWe created the 2D graphics for the LED matrix outside of blender and ran our wave visualisation through the white dots of the matrix, while the graphics texture ran a marquee loop.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"the-event\"\u003E\u003Ca href=\"#the-event\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe event\u003C\u002Fh1\u003E\n\u003Cp\u003EA still from the Framework event on March 2023.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n    \u003Cimg src=\"\u002Fframework-launch-video\u002Ffw-event-2023.png\" loading=\"lazy\"\u002F\u003E \n\u003C\u002Fdiv\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817258577?h=76b3099e27\" frameborder=\"0\" allow=\"autoplay; fullscreen\" allowfullscreen\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n","type":"design","allowSearchEngineIndexing":true},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--design-case-study-vue.dd327b5c.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"e9f5e6f6a376d4d8b9a48640ba8a7b9b","title":"Framework","clientId":26,"bannerHeading":"","bannerText":"Animating the essence of Framework Laptop 16","bannerVideo":"framework-lv-cover.mp4","blurb":"The Framework Laptop 16 is all set to revolutionize the category with an open system that allows anyone to build and swap modules easily, providing complete flexibility and sustainability in upgrading or repairing components. Our challenge was to showcase the simplicity of module swapping and highlight the endless possibilities it offers to users.","servicesOffered":"Art direction \u002F Animation \u002F Design","builtFor":"","tech":"blender, figma, after effects, illustrator","content":"\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817258577?h=76b3099e27&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Cp\u003EFor the launch event, our team was tasked with creating an animation that would be displayed on a loop in the gallery, alongside the in-house modules and prototypes.\u003C\u002Fp\u003E\n\u003Ch1 id=\"the-look\"\u003E\u003Ca href=\"#the-look\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe look\u003C\u002Fh1\u003E\n\u003Cp\u003EWith a working title of 'Dream Modules', our goal was to present Framework's potential in helping people and organizations truly build their own custom modules with limitless possibilities.\u003C\u002Fp\u003E\n\u003Cp\u003ETo achieve this goal, we decided to avoid creating realistic renders that would limit the viewer's imagination and suggest a fixed, predetermined outcome. Instead, we decided to give the animation an illustrative and magical quality. This approach allowed us to convey the technical aspects of the laptop's modular design in a clear and accessible way, while also leaving ample room for viewers to visualize their own unique module ideas.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv class=\"stack\"\u003E\n    \u003Cdiv class=\"iframe-container square\"\u003E\n        \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817315163?h=1478fd03af&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv class=\"stack\"\u003E\n    \u003Cimg src=\"\u002Fframework-launch-video\u002Ffw-look-2@2x.png\" loading=\"lazy\"\u002F\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"animation\"\u003E\u003Ca href=\"#animation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAnimation\u003C\u002Fh1\u003E\n\u003Ch2 id=\"centralising-the-animation\"\u003E\u003Ca href=\"#centralising-the-animation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECentralising the animation\u003C\u002Fh2\u003E\n\u003Cp\u003EThe input panel on the Framework Laptop 16 is designed with two rows – top and bottom, each capable of accommodating three sizes of modules. Each row has its own insertion and release mechanisms. While all modules within a row use one mechanism, we needed to maintain this consistency with 15 unique modules while making the system adaptable through revisions. To achieve this, we developed a base animation for the insertion and release mechanisms using Blender. We stored these animations as actions and utilized the Non-Linear Animation (NLA) editor to structure and apply the animations to multiple objects centrally.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817305001?h=6c603a33d3&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Framework Laptop 16 Animation\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"procedural-visualisations\"\u003E\u003Ca href=\"#procedural-visualisations\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EProcedural visualisations\u003C\u002Fh2\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container square\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817261324?h=25dec3e703&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Display animation\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Ch3\u003EDisplay animation\u003C\u002Fh3\u003E\n    \u003Cp\u003ETo maintain a sense of continuity throughout the animation loop, we designed a display visualisation that spanned the video. Using Blender nodes allowed us to exercise complete control over the animation's speed, length, and visual aspects. For this purpose, we utilized a wave texture with black and white color that was run through the display object. By linking the wave's phase with the animation time and running a color spectrum through the white of the wave, we were able to create the fluid motion seen here.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container square\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817290113?h=dfeb1fc16a&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"RGB Keyboard\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Ch3\u003ERGB Keyboard\u003C\u002Fh3\u003E\n    \u003Cp\u003EFollowing the path we took for the display animation, we took a similar approach for the RGB colors at the back of the keys. Instead of running the color spectrum through the white of the wave, we directly applied it to the shape of the wave to achieve the fast-changing RGB colors. This technique ensured that the keyboard animation remained consistent with the display animation.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container square\"\u003E\n      \u003Ciframe loading=\"lazy\" src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817292202?h=1ed0b40799&amp;autopause=0&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\"  frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"LED Matrix\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Ch3\u003ELED Matrix\u003C\u002Fh3\u003E\n    \u003Cp\u003EWe created the 2D graphics for the LED matrix outside of blender and ran our wave visualisation through the white dots of the matrix, while the graphics texture ran a marquee loop.\u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"the-event\"\u003E\u003Ca href=\"#the-event\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe event\u003C\u002Fh1\u003E\n\u003Cp\u003EA still from the Framework event on March 2023.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n    \u003Cimg src=\"\u002Fframework-launch-video\u002Ffw-event-2023.png\" loading=\"lazy\"\u002F\u003E \n\u003C\u002Fdiv\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F817258577?h=76b3099e27\" frameborder=\"0\" allow=\"autoplay; fullscreen\" allowfullscreen\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n","type":"design","allowSearchEngineIndexing":true},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--design-case-study-vue.dd327b5c.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"8049631941687d9485235b97e5741a6c","title":"Routinr","clientId":25,"bannerHeading":"","bannerText":"Curating a finer life","bannerVideo":"","blurb":"Our work with Routinr started as a redesign of their core product feature, but quickly developed into a significant overhaul that breathed new life into the aging platform.","servicesOffered":"Art direction \u002F Web design \u002F Information architecture \u002F Prototyping","builtFor":"Desktop, Mobile","tech":"figma, figma tokens, after effects, illustrator, photoshop","content":"\u003Ch1 id=\"background\"\u003E\u003Ca href=\"#background\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBackground\u003C\u002Fh1\u003E\n\u003Ch2 id=\"the-creator-economy\"\u003E\u003Ca href=\"#the-creator-economy\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe creator economy\u003C\u002Fh2\u003E\n\u003Cp\u003EInstagram, TikTok, and YouTube are fantastic places to build an audience, but creators who do quickly discover that they have relatively limited options on those platforms when it comes to monetizing the following they’ve built.\u003C\u002Fp\u003E\n\u003Cp\u003ERoutinr is a place where creators can share and monetize the daily routines that helped them become who they are. These routines can be anything from workouts to meal plans, skincare to business productivity, and everything in between. This model puts creators in control, and gives audiences a more meaningful and interactive way to engage with creators they love.\u003C\u002Fp\u003E\n\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"the-heart-of-the-issue\"\u003E\u003Ca href=\"#the-heart-of-the-issue\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe heart of the issue\u003C\u002Fh2\u003E\n\u003Cp\u003EWe were brought in to address a glaring problem. The existing routine creation flow was practically unusable, leading to a horrendous drop-off rate and creators not returning to the platform. This was obviously a problem, since you can’t have a product that sells routines to users if there aren’t any routines available.\u003C\u002Fp\u003E\n\u003Ch1 id=\"exploration\"\u003E\u003Ca href=\"#exploration\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EExploration\u003C\u002Fh1\u003E\n\u003Ch2 id=\"this-aint-working\"\u003E\u003Ca href=\"#this-aint-working\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThis ain’t working\u003C\u002Fh2\u003E\n\u003Cp\u003EReusability and modularity are non-negotiable features of our process. We design and build with an atomic design approach. Just like the world around us can be progressively broken down into repeated molecules and atoms, all interfaces can and should be composed with well-defined reusable components. Thus ensuring future growth potential, scalability, and consistency.\u003C\u002Fp\u003E\n\u003Ch1 id=\"building-blocks\"\u003E\u003Ca href=\"#building-blocks\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilding blocks\u003C\u002Fh1\u003E\n\u003Ch2 id=\"atomic\"\u003E\u003Ca href=\"#atomic\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAtomic!\u003C\u002Fh2\u003E\n\u003Cp\u003EOnce we had a visual direction it was time to chart out the core building blocks. The system had to be modular in order to ensure future growth potential and scalability. Unlike building a house, a digital product requires simultaneous design of functionality and its supporting building blocks. By revisiting this process throughout the course of the project, we ended up with a robust, scalable design system expressed in a consistent visual language.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container short portrait\"\u003E\n      \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729591833?h=cf3a840da6&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen  title=\"Atomic\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Cimg src=\"\u002Froutinr\u002Fatomic.png\" loading=\"lazy\"\u002F\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"tokens-\"\u003E\u003Ca href=\"#tokens-\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETokens ♥\u003C\u002Fh2\u003E\n\u003Cp\u003ETokens (AKA variables) are an indispensable tool in the dev world, and we’re just now starting to see them creep into design. We applied this methodology to our color palette to create a truly flexible system that takes a simple set of hue values as input, and generates a full color palette that we can tune, refine, and adapt as needed. This has been a huge help in the development handoff process, especially when it comes to managing changes. It also lets us pull off another cool trick. More on that later.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729592214?h=6990b2d4df&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Tokens\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"stealing-colors\"\u003E\u003Ca href=\"#stealing-colors\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EStealing colors\u003C\u002Fh2\u003E\n\u003Cp\u003EWe’re always on the lookout for hierarchy and content differentiation. Getting these right helps new and veteran users alike accurately digest what’s on screen. Our system automatically grabs colors from activity thumbnail images, and uses the resulting palette to individually theme the cards. This helps set activity cards apart from other content, and it also looks pretty cool if we may say so ourselves…\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n    \u003Cimg src=\"\u002Froutinr\u002Fstealing_colors.png\" loading=\"lazy\"\u002F\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch1 id=\"expansion\"\u003E\u003Ca href=\"#expansion\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EExpansion\u003C\u002Fh1\u003E\n\u003Ch2 id=\"flexibility-in-motion\"\u003E\u003Ca href=\"#flexibility-in-motion\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EFlexibility in motion\u003C\u002Fh2\u003E\n\u003Cp\u003ESometimes we sound like a broken record going on about how important a flexible foundation is. Well look no further than this project to see why. Remember how at the beginning our job was just to rescue the existing routine creation flow? After we succeeded there, the founders came to us with their phase 2 vision ahead of schedule: A major upgrade to the activity system that would unlock a whole range of awesome features that weren't previously possible.\u003C\u002Fp\u003E\n\u003Cp\u003ETechnically speaking this only changed one part of the system, but it rippled through the rest of the product in a big way. Having a flexible system in place allowed us to quickly prototype multiple ideas. We actually ended up with a solution that neither us nor the founders expected going in. Only doing the work and iterating through the process in an efficient way allowed us to get there.\u003C\u002Fp\u003E\n\u003Ch2 id=\"change-begets-change\"\u003E\u003Ca href=\"#change-begets-change\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChange begets change\u003C\u002Fh2\u003E\n\u003Cp\u003EThe phase 2 upgrade went way beyond the creator side of the platform. It also meant rolling up our sleeves and digging into the as yet untouched user side of things. This restructuring left almost no page untouched, and it gave us the opportunity to apply the new design system to more areas. The product that emerged in the end is sure to be more useful and worthwhile to creators and users alike. It’s also a more confident, modern, and consistent representation of the brand as a whole.\u003C\u002Fp\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"giving-the-creators-some-love\"\u003E\u003Ca href=\"#giving-the-creators-some-love\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGiving the creators some love\u003C\u002Fh2\u003E\n\u003Cp\u003EAs we mentioned before, you can’t have a marketplace if it’s got nothing on offer. Let’s take a look at some of the quality-of-life improvements that creators got out of this deal.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729644605?h=baee4e8164&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"calendars-theyre-great\"\u003E\u003Ca href=\"#calendars-theyre-great\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECalendars. They’re great!\u003C\u002Fh3\u003E\n\u003Cp\u003EThe original routine creaton flow was essentially a list of activities. That might have been okay except for the fact that it was actively hostile to use, and people were reliably abandoning it before finishing their routines.\u003C\u002Fp\u003E\n\u003Cp\u003EWe completely overhauled this system and gave people what they’re used to: a calendar! The new system does all the things you’d expect. Dragging activities onto the grid view from the library, picking up and moving things, batch deleting, setting activities to repeat, changing the start and end points of a routine, and more. All a breeze with the system.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729591938?h=567470ac6e&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"creating-with-confidence\"\u003E\u003Ca href=\"#creating-with-confidence\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECreating with confidence\u003C\u002Fh3\u003E\n\u003Cp\u003EThe calendar is only one part of the routine-building process. Creators also have to add titles, tags, descriptions, media, and more. Whether you go straight through or bounce all over the place, everything is handled smoothly with confirmation at every step that the work is saved.\u003C\u002Fp\u003E\n\u003Ch3 id=\"content-in-the-bank\"\u003E\u003Ca href=\"#content-in-the-bank\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EContent in the bank\u003C\u002Fh3\u003E\n\u003Cp\u003EThe previous system didn’t give creators any way to save activities or see all of their content in one place easily. Needless to say, we weren’t cool with that! Now clicking on the aptly named “My content” lets users view, sort, filter, manage, and just generally admire their glorious work. Of course it also works just as well on mobile as it does on desktop.\u003C\u002Fp\u003E\n\u003Ch2 id=\"users-rejoice\"\u003E\u003Ca href=\"#users-rejoice\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUsers rejoice!\u003C\u002Fh2\u003E\n\u003Cp\u003ECreators aren’t the only ones having a good time at this party. The user side of things also got some major attention.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container square\"\u003E\n      \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729592006?h=1c4904d05a&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" allowfullscreen title=\"Fitting right in\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Ch3\u003EFitting right in\u003C\u002Fh3\u003E\n    \u003Cp\u003E\n      As you might be able to imagine, activity cards are pretty much everywhere on Routinr. The new card design looks familiar everywhere it appears, but it’s flexible enough to adapt to all situations, showing relevant information for each context across web and mobile alike.\n    \u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729592089?h=88dedbd793&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"you-get-a-theme-you-get-a-theme\"\u003E\u003Ca href=\"#you-get-a-theme-you-get-a-theme\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EYou get a theme, you get a theme!\u003C\u002Fh3\u003E\n\u003Cp\u003ERemember that color token system from before? It played a key role because the brand palette changed a few times over the course of the project, and each time we were able to quickly adapt it without tearing our hair out. It also made it easy to implement the only feature people really care about when it comes to color: light and dark mode! Flipping between the two is almost as easy in the design file as it is in the developed product—just like it should be.\u003C\u002Fp\u003E\n\u003Ch3 id=\"home-is-where-the-indexhtml-is-usually\"\u003E\u003Ca href=\"#home-is-where-the-indexhtml-is-usually\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHome is where the index.html is (usually)\u003C\u002Fh3\u003E\n\u003Cp\u003EUsers got a brand-new browse and search experience, starting with a refreshed and snazzy home page. Getting to the content you want is now much easier with the revised search flow that lets you pick content types on the fly.\u003C\u002Fp\u003E\n\u003Ch3 id=\"a-shiny-new-pack-of-activities\"\u003E\u003Ca href=\"#a-shiny-new-pack-of-activities\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EA shiny new pack of activities\u003C\u002Fh3\u003E\n\u003Cp\u003EThe new routine purchase flow has a little bit of fun and a whole lot of usefulness sprinkled on top. Starting with a new purchase confirmation animation, and ending with a handy way to sprinkle those new activities into your calendar.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729630406?h=ff6c4b86cb&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"organization-for-all\"\u003E\u003Ca href=\"#organization-for-all\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOrganization for all\u003C\u002Fh3\u003E\n\u003Cp\u003ECreators aren’t the only ones who need a good way to sort through their stuff. Users also get a first-class browsing experience for all their purchased content, no matter if they have 1 routine or 100.\u003C\u002Fp\u003E\n","type":"design","allowSearchEngineIndexing":null},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--design-case-study-vue.dd327b5c.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"8049631941687d9485235b97e5741a6c","title":"Routinr","clientId":25,"bannerHeading":"","bannerText":"Curating a finer life","bannerVideo":"","blurb":"Our work with Routinr started as a redesign of their core product feature, but quickly developed into a significant overhaul that breathed new life into the aging platform.","servicesOffered":"Art direction \u002F Web design \u002F Information architecture \u002F Prototyping","builtFor":"Desktop, Mobile","tech":"figma, figma tokens, after effects, illustrator, photoshop","content":"\u003Ch1 id=\"background\"\u003E\u003Ca href=\"#background\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBackground\u003C\u002Fh1\u003E\n\u003Ch2 id=\"the-creator-economy\"\u003E\u003Ca href=\"#the-creator-economy\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe creator economy\u003C\u002Fh2\u003E\n\u003Cp\u003EInstagram, TikTok, and YouTube are fantastic places to build an audience, but creators who do quickly discover that they have relatively limited options on those platforms when it comes to monetizing the following they’ve built.\u003C\u002Fp\u003E\n\u003Cp\u003ERoutinr is a place where creators can share and monetize the daily routines that helped them become who they are. These routines can be anything from workouts to meal plans, skincare to business productivity, and everything in between. This model puts creators in control, and gives audiences a more meaningful and interactive way to engage with creators they love.\u003C\u002Fp\u003E\n\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"the-heart-of-the-issue\"\u003E\u003Ca href=\"#the-heart-of-the-issue\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe heart of the issue\u003C\u002Fh2\u003E\n\u003Cp\u003EWe were brought in to address a glaring problem. The existing routine creation flow was practically unusable, leading to a horrendous drop-off rate and creators not returning to the platform. This was obviously a problem, since you can’t have a product that sells routines to users if there aren’t any routines available.\u003C\u002Fp\u003E\n\u003Ch1 id=\"exploration\"\u003E\u003Ca href=\"#exploration\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EExploration\u003C\u002Fh1\u003E\n\u003Ch2 id=\"this-aint-working\"\u003E\u003Ca href=\"#this-aint-working\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThis ain’t working\u003C\u002Fh2\u003E\n\u003Cp\u003EReusability and modularity are non-negotiable features of our process. We design and build with an atomic design approach. Just like the world around us can be progressively broken down into repeated molecules and atoms, all interfaces can and should be composed with well-defined reusable components. Thus ensuring future growth potential, scalability, and consistency.\u003C\u002Fp\u003E\n\u003Ch1 id=\"building-blocks\"\u003E\u003Ca href=\"#building-blocks\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilding blocks\u003C\u002Fh1\u003E\n\u003Ch2 id=\"atomic\"\u003E\u003Ca href=\"#atomic\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAtomic!\u003C\u002Fh2\u003E\n\u003Cp\u003EOnce we had a visual direction it was time to chart out the core building blocks. The system had to be modular in order to ensure future growth potential and scalability. Unlike building a house, a digital product requires simultaneous design of functionality and its supporting building blocks. By revisiting this process throughout the course of the project, we ended up with a robust, scalable design system expressed in a consistent visual language.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container short portrait\"\u003E\n      \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729591833?h=cf3a840da6&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen  title=\"Atomic\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Cimg src=\"\u002Froutinr\u002Fatomic.png\" loading=\"lazy\"\u002F\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"tokens-\"\u003E\u003Ca href=\"#tokens-\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETokens ♥\u003C\u002Fh2\u003E\n\u003Cp\u003ETokens (AKA variables) are an indispensable tool in the dev world, and we’re just now starting to see them creep into design. We applied this methodology to our color palette to create a truly flexible system that takes a simple set of hue values as input, and generates a full color palette that we can tune, refine, and adapt as needed. This has been a huge help in the development handoff process, especially when it comes to managing changes. It also lets us pull off another cool trick. More on that later.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729592214?h=6990b2d4df&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Tokens\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"stealing-colors\"\u003E\u003Ca href=\"#stealing-colors\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EStealing colors\u003C\u002Fh2\u003E\n\u003Cp\u003EWe’re always on the lookout for hierarchy and content differentiation. Getting these right helps new and veteran users alike accurately digest what’s on screen. Our system automatically grabs colors from activity thumbnail images, and uses the resulting palette to individually theme the cards. This helps set activity cards apart from other content, and it also looks pretty cool if we may say so ourselves…\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n    \u003Cimg src=\"\u002Froutinr\u002Fstealing_colors.png\" loading=\"lazy\"\u002F\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch1 id=\"expansion\"\u003E\u003Ca href=\"#expansion\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EExpansion\u003C\u002Fh1\u003E\n\u003Ch2 id=\"flexibility-in-motion\"\u003E\u003Ca href=\"#flexibility-in-motion\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EFlexibility in motion\u003C\u002Fh2\u003E\n\u003Cp\u003ESometimes we sound like a broken record going on about how important a flexible foundation is. Well look no further than this project to see why. Remember how at the beginning our job was just to rescue the existing routine creation flow? After we succeeded there, the founders came to us with their phase 2 vision ahead of schedule: A major upgrade to the activity system that would unlock a whole range of awesome features that weren't previously possible.\u003C\u002Fp\u003E\n\u003Cp\u003ETechnically speaking this only changed one part of the system, but it rippled through the rest of the product in a big way. Having a flexible system in place allowed us to quickly prototype multiple ideas. We actually ended up with a solution that neither us nor the founders expected going in. Only doing the work and iterating through the process in an efficient way allowed us to get there.\u003C\u002Fp\u003E\n\u003Ch2 id=\"change-begets-change\"\u003E\u003Ca href=\"#change-begets-change\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChange begets change\u003C\u002Fh2\u003E\n\u003Cp\u003EThe phase 2 upgrade went way beyond the creator side of the platform. It also meant rolling up our sleeves and digging into the as yet untouched user side of things. This restructuring left almost no page untouched, and it gave us the opportunity to apply the new design system to more areas. The product that emerged in the end is sure to be more useful and worthwhile to creators and users alike. It’s also a more confident, modern, and consistent representation of the brand as a whole.\u003C\u002Fp\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"giving-the-creators-some-love\"\u003E\u003Ca href=\"#giving-the-creators-some-love\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGiving the creators some love\u003C\u002Fh2\u003E\n\u003Cp\u003EAs we mentioned before, you can’t have a marketplace if it’s got nothing on offer. Let’s take a look at some of the quality-of-life improvements that creators got out of this deal.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729644605?h=baee4e8164&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"calendars-theyre-great\"\u003E\u003Ca href=\"#calendars-theyre-great\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECalendars. They’re great!\u003C\u002Fh3\u003E\n\u003Cp\u003EThe original routine creaton flow was essentially a list of activities. That might have been okay except for the fact that it was actively hostile to use, and people were reliably abandoning it before finishing their routines.\u003C\u002Fp\u003E\n\u003Cp\u003EWe completely overhauled this system and gave people what they’re used to: a calendar! The new system does all the things you’d expect. Dragging activities onto the grid view from the library, picking up and moving things, batch deleting, setting activities to repeat, changing the start and end points of a routine, and more. All a breeze with the system.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729591938?h=567470ac6e&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"creating-with-confidence\"\u003E\u003Ca href=\"#creating-with-confidence\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECreating with confidence\u003C\u002Fh3\u003E\n\u003Cp\u003EThe calendar is only one part of the routine-building process. Creators also have to add titles, tags, descriptions, media, and more. Whether you go straight through or bounce all over the place, everything is handled smoothly with confirmation at every step that the work is saved.\u003C\u002Fp\u003E\n\u003Ch3 id=\"content-in-the-bank\"\u003E\u003Ca href=\"#content-in-the-bank\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EContent in the bank\u003C\u002Fh3\u003E\n\u003Cp\u003EThe previous system didn’t give creators any way to save activities or see all of their content in one place easily. Needless to say, we weren’t cool with that! Now clicking on the aptly named “My content” lets users view, sort, filter, manage, and just generally admire their glorious work. Of course it also works just as well on mobile as it does on desktop.\u003C\u002Fp\u003E\n\u003Ch2 id=\"users-rejoice\"\u003E\u003Ca href=\"#users-rejoice\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUsers rejoice!\u003C\u002Fh2\u003E\n\u003Cp\u003ECreators aren’t the only ones having a good time at this party. The user side of things also got some major attention.\u003C\u002Fp\u003E\n\u003Cdiv class=\"col center eql\"\u003E\n  \u003Cdiv\u003E\n    \u003Cdiv class=\"iframe-container square\"\u003E\n      \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729592006?h=1c4904d05a&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" allowfullscreen title=\"Fitting right in\"\u003E\u003C\u002Fiframe\u003E\n    \u003C\u002Fdiv\u003E\n  \u003C\u002Fdiv\u003E\n  \u003Cdiv\u003E\n    \u003Ch3\u003EFitting right in\u003C\u002Fh3\u003E\n    \u003Cp\u003E\n      As you might be able to imagine, activity cards are pretty much everywhere on Routinr. The new card design looks familiar everywhere it appears, but it’s flexible enough to adapt to all situations, showing relevant information for each context across web and mobile alike.\n    \u003C\u002Fp\u003E\n  \u003C\u002Fdiv\u003E\n\u003C\u002Fdiv\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729592089?h=88dedbd793&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"you-get-a-theme-you-get-a-theme\"\u003E\u003Ca href=\"#you-get-a-theme-you-get-a-theme\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EYou get a theme, you get a theme!\u003C\u002Fh3\u003E\n\u003Cp\u003ERemember that color token system from before? It played a key role because the brand palette changed a few times over the course of the project, and each time we were able to quickly adapt it without tearing our hair out. It also made it easy to implement the only feature people really care about when it comes to color: light and dark mode! Flipping between the two is almost as easy in the design file as it is in the developed product—just like it should be.\u003C\u002Fp\u003E\n\u003Ch3 id=\"home-is-where-the-indexhtml-is-usually\"\u003E\u003Ca href=\"#home-is-where-the-indexhtml-is-usually\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHome is where the index.html is (usually)\u003C\u002Fh3\u003E\n\u003Cp\u003EUsers got a brand-new browse and search experience, starting with a refreshed and snazzy home page. Getting to the content you want is now much easier with the revised search flow that lets you pick content types on the fly.\u003C\u002Fp\u003E\n\u003Ch3 id=\"a-shiny-new-pack-of-activities\"\u003E\u003Ca href=\"#a-shiny-new-pack-of-activities\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EA shiny new pack of activities\u003C\u002Fh3\u003E\n\u003Cp\u003EThe new routine purchase flow has a little bit of fun and a whole lot of usefulness sprinkled on top. Starting with a new purchase confirmation animation, and ending with a handy way to sprinkle those new activities into your calendar.\u003C\u002Fp\u003E\n\u003Cdiv class=\"iframe-container\"\u003E\n  \u003Ciframe src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F729630406?h=ff6c4b86cb&amp;badge=0&amp;background=1&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Overview\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"organization-for-all\"\u003E\u003Ca href=\"#organization-for-all\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOrganization for all\u003C\u002Fh3\u003E\n\u003Cp\u003ECreators aren’t the only ones who need a good way to sort through their stuff. Users also get a first-class browsing experience for all their purchased content, no matter if they have 1 routine or 100.\u003C\u002Fp\u003E\n","type":"design","allowSearchEngineIndexing":null},"clients":{"edges":[{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--design-case-study-vue.dd327b5c.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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diff --git a/develop/index.html b/develop/index.html
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-    <title>Tarka Labs - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--develop-vue.7ade179b.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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         <a href="/" class="noscript-logo">Tarka <br />_Labs</a>
@@ -80,6 +80,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
     <br data-v-220ed1ac>
     great together.
   </div><div class="action-container" data-v-220ed1ac><div class="action-button heading-size-5" data-v-220ed1ac><div data-v-220ed1ac>Get in touch</div><div class="arrow" data-v-220ed1ac>-&gt;</div></div><img src="/assets/img/talk.71d1d2f3.svg" alt="Lenny Face" data-v-220ed1ac></div></div></div><div data-v-996dafb6></div></div><div id="footer" class="baseLayout" data-v-996dafb6 data-v-b5a9baaa><div data-v-996dafb6></div><div data-v-996dafb6><div class="site-footer" data-v-0a037a4b data-v-b5a9baaa><ul class="main-nav footer" data-v-35bc7266 data-v-0a037a4b><div class="primary fadeIn" data-v-35bc7266><li data-v-35bc7266><a href="https://design.tarkalabs.com/" target="_self" data-v-35bc7266>/Design</a></li><li data-v-35bc7266><a href="/develop" aria-current="page" class="active--exact active" data-v-35bc7266>/Develop</a></li><li data-v-35bc7266><a href="/projects" data-v-35bc7266>/Projects</a></li><li data-v-35bc7266><a href="/careers" data-v-35bc7266>/Careers</a></li><li data-v-35bc7266><a href="/about" data-v-35bc7266>/About</a></li><li data-v-35bc7266><a href="/contact" data-v-35bc7266>/Contact</a></li></div></ul><div class="subnav" data-v-0a037a4b><ul class="sub body-jetbrains-size-11 footer fadeIn" data-v-1fd061a8 data-v-0a037a4b><li data-v-1fd061a8><a href="/train" data-v-1fd061a8>/train</a></li><li data-v-1fd061a8><a href="/talks" data-v-1fd061a8>/talks</a></li><li data-v-1fd061a8><a href="https://medium.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-1fd061a8>/blog</a></li></ul><div data-v-fae945d8 data-v-0a037a4b><a href="https://twitter.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-fae945d8>Twitter</a><a href="https://in.linkedin.com/company/tarka-labs" target="_blank" rel="noopener" class="external" data-v-fae945d8>LinkedIn</a></div><div class="sedin" data-v-0a037a4b><a href="https://sedintechnologies.com/" target="_blank" rel="noopener" class="external" data-v-0a037a4b>Tarka Labs is a division of Sedin Technologies</a></div></div></div></div><div data-v-996dafb6></div></div></div></div></div>
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diff --git a/develop/index.html.gz b/develop/index.html.gz
index 4da7d5fc6cd543e0fffe51fd97041b3844dcbe93..9a627a32322a2dc32329d993109a47ed157d9fae 100644
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diff --git a/genai/index.html b/genai/index.html
index d8bb13f6..40fcb110 100644
--- a/genai/index.html
+++ b/genai/index.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html data-html-server-rendered="true" lang="en" data-vue-tag="%7B%22lang%22:%7B%22ssr%22:%22en%22%7D%7D">
   <head>
-    <title>Tarka Labs - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--genai-vue.0d2b8910.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><script data-vue-tag="ssr" src="https://tarkalabs.github.io/tarka-chat/dist/tarka-chat.umd.js"></script><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
+    <title>Tarka Labs - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--genai-vue.da3056ec.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><script data-vue-tag="ssr" src="https://tarkalabs.github.io/tarka-chat/dist/tarka-chat.umd.js"></script><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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@@ -19,8 +19,8 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
   </head>
 
   <body >
-    <div><div id="app" data-server-rendered="true" data-v-b5a9baaa data-v-1ce9101a><div data-v-b5a9baaa><div id="banner-section" data-v-b5a9baaa><div class="banner" style="background:;display:;" data-v-b5a9baaa><div class="layout" data-v-b5a9baaa><div data-v-b5a9baaa></div><div class="hero heading-size-5" style="color:#ffffff;" data-v-b5a9baaa><div class="caption" data-v-b5a9baaa data-v-1ce9101a>
-    We know how to use <br data-v-b5a9baaa data-v-1ce9101a><h1 data-v-b5a9baaa data-v-1ce9101a>Generative AI</h1>
+    <div><div id="app" data-server-rendered="true" data-v-b5a9baaa data-v-1e9f1964><div data-v-b5a9baaa><div id="banner-section" data-v-b5a9baaa><div class="banner" style="background:;display:;" data-v-b5a9baaa><div class="layout" data-v-b5a9baaa><div data-v-b5a9baaa></div><div class="hero heading-size-5" style="color:#ffffff;" data-v-b5a9baaa><div class="caption" data-v-b5a9baaa data-v-1e9f1964>
+    We know how to use <br data-v-b5a9baaa data-v-1e9f1964><h1 data-v-b5a9baaa data-v-1e9f1964>Generative AI</h1>
     to solve your problems
   </div></div><div data-v-b5a9baaa></div></div></div><div data-v-b5a9baaa></div></div><div class="sidebar" data-v-d6d2017e data-v-b5a9baaa><div class="nav" data-v-d6d2017e><div class="fixed" data-v-d6d2017e><a href="/" data-v-9b1a4c9c data-v-d6d2017e> TARKA<br data-v-9b1a4c9c>_LABS </a><div class="menu" data-v-50705736 data-v-d6d2017e><div class="control" style="stroke:black;" data-v-50705736><div class="spinner heading-size-9" data-v-48940e1e data-v-50705736><span class="side-menu-symbol" data-v-48940e1e><span class="menu-symbol rotate180t90" data-v-48940e1e><svg height="10" width="10" data-v-48940e1e><line x1="0" y1="5" x2="10" y2="5" style="stroke-width: 2" data-v-48940e1e></line></svg></span><span class="menu-symbol rotate90t0" data-v-48940e1e><svg height="10" width="10" data-v-48940e1e><line x1="0" y1="5" x2="10" y2="5" style="stroke-width: 2" data-v-48940e1e></line></svg></span></span><span class="Spinner-text" data-v-48940e1e> menu </span></div><div class="active-page body-jetbrains-size-11 fade-in" data-v-4767b8ae data-v-50705736>
   
@@ -28,39 +28,39 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
   Get in<br data-v-573e12d8>touch<span class="arrow" data-v-573e12d8>-&gt;</span></a></div></div><div class="nav overlay-menu" data-v-d6d2017e><div class="fixed" data-v-d6d2017e><a href="/" style="color:;" data-v-9b1a4c9c data-v-d6d2017e> TARKA<br data-v-9b1a4c9c>_LABS </a><div class="menu" style="color:;" data-v-50705736 data-v-d6d2017e><div class="control" style="stroke:black;" data-v-50705736><div class="spinner heading-size-9" data-v-48940e1e data-v-50705736><span class="side-menu-symbol" data-v-48940e1e><span class="menu-symbol rotate180t90" data-v-48940e1e><svg height="10" width="10" data-v-48940e1e><line x1="0" y1="5" x2="10" y2="5" style="stroke-width: 2" data-v-48940e1e></line></svg></span><span class="menu-symbol rotate90t0" data-v-48940e1e><svg height="10" width="10" data-v-48940e1e><line x1="0" y1="5" x2="10" y2="5" style="stroke-width: 2" data-v-48940e1e></line></svg></span></span><span class="Spinner-text" data-v-48940e1e> menu </span></div><div class="active-page body-jetbrains-size-11 fade-in" data-v-4767b8ae data-v-50705736>
   
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-  Get in<br data-v-573e12d8>touch<span class="arrow" data-v-573e12d8>-&gt;</span></a></div></div></div><div class="baseLayout" data-v-996dafb6 data-v-b5a9baaa><div data-v-996dafb6></div><div data-v-996dafb6><div class="section" data-v-996dafb6 data-v-1ce9101a><h4 class="heading-size-7" data-v-996dafb6 data-v-1ce9101a>
+  Get in<br data-v-573e12d8>touch<span class="arrow" data-v-573e12d8>-&gt;</span></a></div></div></div><div class="baseLayout" data-v-996dafb6 data-v-b5a9baaa><div data-v-996dafb6></div><div data-v-996dafb6><div class="section" data-v-996dafb6 data-v-1e9f1964><h4 class="heading-size-7" data-v-996dafb6 data-v-1e9f1964>
       Discover how Gen AI can transform your challenges into opportunities. 
       We can help!
-    </h4></div><div class="section" data-v-996dafb6 data-v-1ce9101a><h4 class="heading-size-8" data-v-996dafb6 data-v-1ce9101a>Our AI solutions so far...</h4><div class="tools" data-v-996dafb6 data-v-1ce9101a><div class="tool" data-v-996dafb6 data-v-1ce9101a><div class="name" data-v-996dafb6 data-v-1ce9101a><img src="data:image/png;base64,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" data-v-996dafb6 data-v-1ce9101a><h2 data-v-996dafb6 data-v-1ce9101a>KILI</h2></div><div class="abbr" data-v-996dafb6 data-v-1ce9101a><div data-v-1ce9101a><b style="font-size: 1.5em">K</b>nowledgeable <b style="font-size: 1.5em">I</b>nteractive <b style="font-size: 1.5em">L</b>anguage <b style="font-size: 1.5em">I</b>mprover</div></div><div class="desc" data-v-996dafb6 data-v-1ce9101a><p data-v-996dafb6 data-v-1ce9101a>
+    </h4></div><div class="section" data-v-996dafb6 data-v-1e9f1964><h4 class="heading-size-8" data-v-996dafb6 data-v-1e9f1964>Our AI solutions so far...</h4><div class="tools" data-v-996dafb6 data-v-1e9f1964><div class="tool" data-v-996dafb6 data-v-1e9f1964><div class="name" data-v-996dafb6 data-v-1e9f1964><img src="data:image/png;base64,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" data-v-996dafb6 data-v-1e9f1964><h2 data-v-996dafb6 data-v-1e9f1964>KILI</h2></div><div class="abbr" data-v-996dafb6 data-v-1e9f1964><div data-v-1e9f1964><b style="font-size: 1.5em">K</b>nowledgeable <b style="font-size: 1.5em">I</b>nteractive <b style="font-size: 1.5em">L</b>anguage <b style="font-size: 1.5em">I</b>mprover</div></div><div class="desc" data-v-996dafb6 data-v-1e9f1964><p data-v-996dafb6 data-v-1e9f1964>
             A tool that helps to learn a new language through podcasts. This tool provides textual translation of podcast text in both original 
             language and the native language of the user in a side by side fashion for the listener to 
             easily understand the meaning of the statements heard. 
             This product uses OpenAI Whisper (audio to text translation) and flan-t5-xl (language translation)
-          </p><h3 class="heading-size-9" data-v-996dafb6 data-v-1ce9101a><a href="https://kili.tarkalabs.com" target="_blank" data-v-996dafb6 data-v-1ce9101a>
+          </p><h3 class="heading-size-9" data-v-996dafb6 data-v-1e9f1964><a href="https://kili.tarkalabs.com" target="_blank" data-v-996dafb6 data-v-1e9f1964>
             Demo
-            </a></h3></div></div><div class="tool" data-v-996dafb6 data-v-1ce9101a><div class="name" data-v-996dafb6 data-v-1ce9101a><img 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" data-v-996dafb6 data-v-1ce9101a><h2 data-v-996dafb6 data-v-1ce9101a>VIDURA</h2></div><div class="abbr" data-v-996dafb6 data-v-1ce9101a><div data-v-1ce9101a><b style="font-size: 1.5em">V</b>ersatile <b style="font-size: 1.5em">I</b>ntelligent <b style="font-size: 1.5em">D</b>ocument <b style="font-size: 1.5em">U</b>nderstanding and <b style="font-size: 1.5em">R</b>etrival <b style="font-size: 1.5em">A</b>gent</div></div><div class="desc" data-v-996dafb6 data-v-1ce9101a><p data-v-996dafb6 data-v-1ce9101a>
+            </a></h3></div></div><div class="tool" data-v-996dafb6 data-v-1e9f1964><div class="name" data-v-996dafb6 data-v-1e9f1964><img 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" data-v-996dafb6 data-v-1e9f1964><h2 data-v-996dafb6 data-v-1e9f1964>VIDURA</h2></div><div class="abbr" data-v-996dafb6 data-v-1e9f1964><div data-v-1e9f1964><b style="font-size: 1.5em">V</b>ersatile <b style="font-size: 1.5em">I</b>ntelligent <b style="font-size: 1.5em">D</b>ocument <b style="font-size: 1.5em">U</b>nderstanding and <b style="font-size: 1.5em">R</b>etrival <b style="font-size: 1.5em">A</b>gent</div></div><div class="desc" data-v-996dafb6 data-v-1e9f1964><p data-v-996dafb6 data-v-1e9f1964>
             A chatbot that can understand large amounts of documents and answer based on the context and the conversation history to the users. 
             This tool is powered by RAG technique.
-          </p><h3 class="heading-size-9" data-v-996dafb6 data-v-1ce9101a><a href="#" data-v-996dafb6 data-v-1ce9101a>Demo</a></h3></div></div><div class="tool" data-v-996dafb6 data-v-1ce9101a><div class="name" data-v-996dafb6 data-v-1ce9101a><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAPMAAADzCAYAAABT9iA/AAAACXBIWXMAAAsTAAALEwEAmpwYAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAABzjSURBVHgB7Z0/bBzXncd/4h/DRZKjkSJnJ4DGTVozIgWo0yhVDohjqTsjhakmQSpRSYq7SsvuitgSu7NdaNnYpSXYxXUedQQs0qvWjceAYekAA96QLnQSRd/vu3xDL1e7y9l57828mfl+AGqXq90luTPf+f19v3dGSG1ZXl6OzF3cLpkvmZubO74/gf7h4WHf3E+zx/DV6/VSIbXkjJAgieN4qd/vQ5DLKs7ozJkzkd4/q1/RDz/8sGS+9wWEnZrbB/rzUhU/vk9V7D0hQUIxB4CxsBDtsor0NRXPsmex2gJBp/p7PlCR91588cXe9vZ2KqRSKOaSMRY3E+5FPCTTXeK6ACueqMDvQeBKIqRUKOYSUMsbq3gvqnhjfCvNEG8eMnEnFLd/KGYPGOt7eX5+Hpb3srRHvNPILPfdF154IaFb7h6K2REQ8N7e3ppa3zfkyHUm04Gwtyhsd1DMFlDAzhgI+2c/+9mdJEn6QgpBMRcAMbC60G8JXWgfdJ89e7bFGHt2KOacGCt8Ta0wBLwsxDcofW3QDc8PxXwKxgpDwLDEtMLV0F1cXNygqKdDMU/AiPiGMBYOiURd8A264OOhmEegiGtBT13wzd3d3a6QYyhmA0VcSwZxNUV9ROvFTBE3glTd76ttd79bK+bz588vHx4e3pR6i7ivlqmvGfbB8kX5cTmj6ONfTXqRPv+suXu8VFKfHwW+uCMPrU6UtU7MpsR0Q0/cdakBWH6ovytWKX1l7qd6wvYeP36MtcfOGyzUU1nS9x8ss9SLXbZ66zU5En1dSnKtFHWrxLyysnJNbzoSZokps6z3VEg9df17T58+TX0I1gZ4NOrSQuQQNkQeS5ikJkl2S1pCK8Rs4mIc1NckHCBSZGXvzs3N9Q4ODnqhCTcvq6ursbHiaGsNbVUYPJlLbbDSjRZzgC51or/LPdzev38/kYYCcetFCo02WDUWhGuun/stvWBu1PWCmYfGitlY49tyNB+rSgbL/tRydZt8Ik0CU1TU84hVTOigi6VaGl3KapyYA7HGrRbwJEIRdlOtdKPEXLE1Roloc2Fhocse4tOBsPVY4YKLODuS8mlcLN0YMZtMdRWZS8TBG02OgX2jxw7xNY5fLCWjHlRH3e4NaQC1F/OFCxciLeHAGsdSHnDPttRl7H722WccPesIY607crRCrUwStdJX626lay3mCtzqgSut8dYtxsL+gKg1XFlTqwlRR1IOaMi5WmcPq7ZiLtmtpogrAN1o6v1c1s8evfORlECd3e7aidlkq2/qAV4T/1DEAQBRq6VeL8tS1zXbXSsxm/j4jvjv5KKIA6TkmLp22e7aiNmscvpI/F+ZE7OcLhUSJCWKulaCroWYTekCiS6fPb+1T4C0DXNeYBlrJP6AZ3Z1Z2fnjgRO8GIuIdE1cKlVxB0htWR1dbWj8fQN8Yi+//XQV2DNS8CcO3cObZn/Jf6AS/1vepCCv+qSyXzzzTfJL37xC9T9sagjEg/oefi7l19+WR4+fHhPAiVYMRshd8QPsMb/qa7TXx49esQEVwPAcVShbang/qnH9oI+9KI4Bhv/hSzoIN1sz0JmgqvhmATZp+LJSodaiw7OMnsW8qZa4zdpjZuNsdKbv/zlL2GsYnFMqBY6KDF7FDIy1VdUyP8tpDUgllZBQ3CxOK6EhCjoYMTsUchwq6+oW8QFES1EBZ1qcuyuj+RYaIIOQswehUy3mhwnx3y43SEJunIxexJyX6/Ef9Hasc+yFqkZcLtNtvt34pBQBF1pNttTQwh2N7iCUZdCyBh8tQZX3VhSmZhNK95H4hYI+RLLTuQ0PJavrlTV+lmJmM3qp8/FbYbxgQo55ionkhcjaBgUl+OAEeJdqmICTeliNkJ2fUXcUiGvU8ikCOoldsXtCqxKVluVKmYMFtjf34dFjsQdW+rWrAkhFngQdM+EfKUZmDkpEcyzFodCxlRMCpm4AOcRzidxx7K68DelREorTZkS1H+II8x4244Q4gjTMeayFr2MUpiWrLalBEoRM6ZoYiytOIJCJr5wLWjUtNFSik408Yx3MSPhpfU3ZAxdZa4RI1e59QxpOBD0K6+88qq4y3LHZ8+evfv11197jZ+9x8xmQH0kbmCyi5SCOc+2xA3ZRg1e8SpmxMniLv54QCGTMkG5U29c1Ytj1YNXj9KbmOFeO+y5RmfXZSGkRFBWQnlJ76biANXDTexdLZ7wImbUk01jiAvYokkqw7WgNX90G0P9xQNexOyynmwWTaRCSEXg/NNqzBU5GrtrC/bR8jJJ1Hk2W+OCNVcTNfV9rnNyJgkBzXA/0prx/+o56SLcu+CjXOVUzHCvnzx58qE4KEOZWjLXI5NgePjwYU9LVi/p3QtiT4zxwI8ePXosjnDqZjt0rxM2hZAQMT0Oidjj3N12JmaTvXaRekfC66oQEijm/EzFEk2GrbvMbjsTs6vsNfZ7YsKLhAzOT5yn4gAVtLPFGE5iZjP+59/FEhMnd4WQwEHyylH8/K+uFmNYr2d2OGwg1XjkVSGkRqghw7kfix2oZb9qu/bZ2s1WIXfEXshZYZ6QWmHiZ9v685KLZJiVmw2rfHh4aN1Ajk3ctJ78P0JIzcBMbnWT/8/B+N4Lv/rVr+6ini0FsbLMxirbgjJU0PveEjINM143EUvUMFolwwqLGQMHxMHMJJahSBNw5G7HNqWqwmKen5934V5vsAxFmgDOYy0zbYol+h6FY+dC2WzTf20rZmavSePQ7PaXYpkQVm1d0tAzkRkpZJn1h7loQ7suhDQMF80kRa3zzGKGVRb7UlS3qi08CPGJsaiJ2FEodp5ZzHNzc9fEEk0WuJxPTEhQuEiGFbHOM4kZGWz9IbYTC7tMepEm4ygZNrN1nknMmsG2jZVTWmXSBrRmjNpzqdY5t5jR7SWWPaiaHNiiVSZtAH3WZVvn3GJ20O2VHhwcsNOLtAYX1lnfI/eYolxiNlbZqttLr1Ib3HKVtAkX1lm92bfyTvPMJeYnT57EYkeqVxiWokjrcGCdl7SClGuCTy4x2zaJmFiZVpm0DhfWWcX8Rq7nnfYEs6AiEgs0Vu4KIS3F1jqjHJwnEXaqmLUctSZ2sK5MWo2xzlab0OnrT81ZTRWzCbytEl+sKxMysM5dsePyaYmwqWJWX912en9Cq0zIwDpjN8lEioNE2Nq0J0wVM9LiYof1+k5CmgLW74sF+vqpibCJ65nN1M0vpThcr0zICCsrK9+JxfZNGra+NKkyNNEy29aWNWC/K4SQEzgoU61N/L9J/2HrYpt0PCFkCNtE2DRXe6yYHSyqYOKLkDEYXSRSnHhSVnusmB242FY1NUKajG0IOqnKNFbMthtKqyuRCCFkLA5c7YvjHp8UM1+U4tDFJmQKJhudSHHyWWbTi104dU4Xm5DTsXS1l8b1aj8nZvXHY7GALjYhp2Prauvr49HHnhPzJH88D/raHl1sQk7H1tUep9NxMXMsBdGrxT0hhORCXW0bvSyPlqjmRv43FgvURec0EUJyonpJpDjY0/nE2Ou5kTe3mYndL7I/DiFtxeil8NAC9YQni1n98FiK0xNCyKwU1s2oXkdj5sLJLy6sIGR2LHVzQq/HYjb92IXry+qi0zITMiOWulnSPFd0/F7ZnadPn1rtIcV4mZDZOTg4gJgLx83z8/PHuj0Ws+WGcIkQQmYG9WaNfVMpyLBuj8Wsb1hYzPqGD4QQUgib/oxh3Q6L+awUh/EyIcWx0c9r2R0nbrZeWShmQgqica+NfqKsE2wg5vPnz1slv8wYUUJIATT5nIodP4pZLWskBcHiCiGEFMYsukilIFlGeyBmdbEjKYi+lhvCEWJP4SRypt8sZo6kIMxkE2KP6iiV4kT4ZyBmdZVfk+KkQgixJZWCqH4j3GZiZhsnIRVi0ziSlZWtY+aDgwPGzIRY8uzZs8JGUfX7YzZbLBZYCN1sYkF2IhKxMYoR/jmDVRea2i68QdzOzs4ZIaQAKmScd5F+vaSuYus9PJtN5dSyv7qwuLi4pHVmKUgqDSaO46V+v7+sF7vLcrR2NBI7L4YM8c0338grr7wir7/++nd6IuMhCBru5gM9OTF//Y60C/z9hc+vhadPny7pySoFSaWBQMR7e3vX9vf31/WzoXg98fDhw4GY8YX7cnQix/jSz/2aCjxV69194YUXtra3t1NpOPBO9O+VIiwsLERzQk6gJxBE/KV+sB2hFfaKEfBAzBOIcBzU4Hx67ty5NWk4Ng1YyD1oZWkukuL8UxqEnjA39eaWUMSloBfNwe1PfvKT054KUd9eXV29Kc3mKynIQMxix3fSEFTIt/WEWRdSOlMs8wn0hF1Xz+m2kLFAzK23QrDIKuQ1IaXy61//enD705/+dJaXrbXAQhdhyUrMeqUs7BaEAmIxWuRqyMT88ssvz/KygYXW49a4Y2bZn73U6gQYJpKqkG8IqYTMIs8qZoDjNro9S9tptZifPHnyllisGCPFyawymNHNzkD2lh7VEK0WM+Pk6hgWcEEx4/hdo3X+kdaKWbOi6OqKhFTCsGUGRVxtGbN5WptprZg12RCLB2Bl0JpY1NrgpB490WcBry36evzOeG1BYR2/Ps/fPlqOKvp5HR4eXhYyYEFaiuVAhufAyXjjxg20gg6+R9/xhx9+OPjKAwTU6XTE9CgPXv/3v/9dvvjii1yvh4j+8Y9/HIsEr//zn/983GV1Gm+++ab86U9/OhbVJ598Im+//fZxY8dp/O1vfxu8R8Z77703+JpEdsHA++Nn4vfO+7cOo3Fz4f3RmkabY2an7tlf//rXYyEDnJw4wTNxnsa777574rl4PR7LY7EgjGEhZ6/HxSEPuBDgdx3+Wb///e8H4s4DRDwsZIDXjj42TPa7ZhebopbZZi1+aGQTQwrSb7OYnSZOXn/99ZkeHwYiHtcFhRMcojqN1dXVsa/H++ZxuSeJLs/PBpP+xuGL2yiZZd7Z2TnxfQGYADui1WJ2xjSrkqPvuPB75/kZeV4/6Tl5reWknz/tffEFFztzrfO2dDYcqwtTm8XsbDE8TsrMwoxy797p2wjhhJ4Um05639HXjwNxc544dNLPyBvDTvobJ70+8xaG/26Li16Thhr8ixREcwfpwu7ubkfvd6RlYICa5c6XJ0CyaDRuhUg+/vjjU1+LE/qdd94ZJNCGQQIpj5jxHDx3NMZ9//33cyWwkKSDSzwcs+N1iKPz8MEHH8jFixdP/O24kCDmH0dmsfEz8DxgYZk5UNLQ2mw2dt6z2flyFFgZZI8hCpys+D5Jktyvh+jv379/HH9CoHmEnJEJH4KESPCz82ayAX53/GzErng9stl5M9n4OX/84x8Hf3ue1w9b5u+//35wv6hlbtjc9kgKgsGarRWzuiV39ES4Jg7BSZ23FDXp9dPKOacx6wVglDxexCQg3Lyvz6ywC8usF+REmkMkxTkSs17Ni80qOaKrJ9BVqRnYsX5+ft5q5hIpRpa5zmLqrNaMx2fxJpRUz71GzAmzbUvt9XppaxNg2KxLLfOmkNIZbhgZvp211qxWeUsawuLiYiTFGSQBW12a0rgZI4I4xL9kMpc6s8w5ZoGNI1XvqisNAYM1pSDZbhitFrOxzhtCSmM4+ZVRpAsMxw2upTQEzeEUTsZmgwBb3zSipTlYZ7rbJTFclsrI7s/QBbapx60rzSKSgmQZfXaAySALjEXujYm/QiazzMOJriyjndMyb5nj1Shc7MRKMRv0BFkTWmjvDK/qyshqzTnEvGmOU+Ow2YmVMfMYcMVXlwVltlSIF0bLUiAT9hQ3u68n7PUmWuQMm27EZ8+epbilmEdALKYfziU9eZAYS4U4ZbhhJCNzuceIGSLewKZo9+/fvyUN5fz581adiJoIHLS0trYDbBomS9rBlxkvFOsXYhp86GwysSBr2xy2zCNtnzgx0Wp7B409qDhIw9GL1bL+vVIEfd1xbzrFfAqmw6gRXUZVgwvjH/7wh49+/vOf302S5MS4n9/+9rdf7u3tRXpiX2lSySknNmWp49n1dLNJaWRx4bfffvvcSicVcorb+fn51g3os8lk62d6/FlSzKQ0slVqw67hEAMLgw3QpH3EUpDhz5JiJmUyWHyPfYhH/2Noa5ZIWsTy8nIsFmhYQjGTShhYZiS2xvxfin9U6GelRdi0cSr94fwCxUxKwSzxw1d/XIZ6yFq/JC1C/+43pDgn5jVRzMQ7cRxjX6g18+04qzyYYWXuOp1nXgNsMtnJ8PcsTRFvYJfNp0+f3tY6cjxUR42xYfri4uLG9vZ2mj2oz0s1k427rUmAmXi58N+rF8ATF8Zaixl1S5dD+YB+QMn9+/cTIVYYIX8q4xNaa/p/sT7nUiZouN56PAeTX+CSt6FZRM+1y2LB6HlaWzFnV32bBvUxNGrBe5XosenI9Mz04Pjp7aWhx7IxTkvSgqER2FpHjZEUJHnu/aSGIAYzV32nLhl6slvYfeQcXGj15q0cT41HZl8N1uW2oXEEn5GNV6mvfW5YeS3FvLe3hwHTkTgEq3IoZDfohTb3SarCjYe+HVjjNjSOPHnyJBYLEA4+95jUjHPnzq2p8NbFLd0mr8qpC21qHNFzOI/nMon+uLxOrcQM10Q/hJvillTd6+tCnKGfZzLDc4czsin+aXrjiAlDYinO2P2AaiVmj3Fy45MtZWI+zyTHU7vDoU1bGkdsXWz1YO6Me7w2Ylb3GhY5EocwTvaHXiRPm9gCj2hj5DWZlW5044ili40R0cm4x2shZsbJ9QMXSXg9Mn5QYjKhcpBZ5sYmwBy42MkkAxS8mE2cfEPcwji5BHDSYQAfxv7ot1fwpfdf0sfGlgCNe37cOCINRF1sK6OkLvbEKbLBN41M6SIqDOPkcjHCTXM+vdGNI5YLKya62CBoy6zuNevJ7aOxjSNmnlwkxUmmnbvBihl/uAqvI27ZZJwcPANrrMf+ookvm4TVFsLTXGwQpJjNQfRRT+4ICRIcc72AI6QaZHr1xF3XEOtLrLBqgqgdJL7gYt+Z9v9BilkPIn7pSNzRZ5wcLkMrrOIx/40VVp/WXdBm4YkN3dPO3+DEbOJkp3VGDFJnnBwuM6ywqiUzLDyZSJ69qIMSMxZrM05uFxYrrGqDlqOshKykedbYByNmHFTNYLq++jJODhyLFVa1ABcgNVBrYkHePcSDEbNxoyJxB+NkUjlmmkgkFkyrLZ/4WRIAJk6OxSGMk+uBxQqr4MEQDQfdi92853HlYsYOeIyT20vRFVZ1YG9vD3XlSCwYXYwyjUrFjDhZXYiPxC2Mk2tGkRVWoWPWFKyJHcksF7BKxZyjJDErjJNrSMEVVkHj4tw2e4TnprKFFiZOtk3Zn0Czfuy7rinmuK1p9reT9WUjnq7jhdk0wdjWlXuzjnyuRMzmj+2IWzZ3d3e7QmrNjCusgsTFua3h56bMSOlu9lDrnkuwbtb18AJCZkY9C5SirJtEihim0sXsK04WQgJAQwTrBUJ5m0RGKVXMKysrSNUzTiaNxNH6+7RouFiamE0PruvaL+NkEgSmFNURS/Q9rkpBShHz0HYyLmGcTILB0aqurs2mhaWIeX9/HxY5EncwTibBYMLHWCyxbYzxLmbGyaTJmPCxI/ZYt6t6FbPDP/QYdMUwTiah4GiXFSftqt7E7GnbVSzS7gghAeBqeqwaqE0XnqY3MXvYdjVlnExCweFUnNTVCj8vYvaxnQwK6YyTSQi4nIrj0kA5F7OPbVcZJ5OQcDgVZ9OlgXIuZsbJpMk4nIrjfN2901VTHraTYZxMgsGUWTviABM2Ol3e6cwymzi5Iw5hnExCAeOtxF07spc2ZBdixvaby663XWWcTELB8Xgrb2OtzuAfdR9+kLDo7+zsvCSEVMzQ+vtIHIC9qn15m6HuArmkbjsXUZDKcbnvme/xz8Fu6Qq3va7bkZBmoAYFJShX+54lvqsyIW+2vuRiagMhRYCQHYzKzUjNOGGvhCxmsLa6uhoLISWCEqtDIQ8GDpRRlQldzChP3aa7TcrCCLkjjkCcbDNwYBaCF7MSzc3NMRlGvONayHK0TVJHSqIOYsbV7ZpZG02IF0yM3BF3lL5NUmU7WszIkmluZ2sncQrW3e/t7d10GSOLaUMuezeOWlhmQ4yWUSHEERDy/v5+4ljI/ar2xqqTmOFu32QyjLgAYZsK+XNxV0fOuFrVeoJaiVlZWlhYcNoDTtoHFk24bNHMUGNzfWdn545URN3EjFLVOmvPpCgrKytvHR4e+hDyhqvxP0UpS8w9cYgKmp1hZGY054Lzpituh2dkQu5IxXgXM1wPTQhc0bsuM3vLXIhB8oL4WC3yp67n0oFQhAx8ixnbbdxCQkCt6cz7zU4DCzFYeyangSmaJj6OxTEhCRn4FDNqbdezbzROQTyRijuWHO3vQxoK3Or5+Xnn8TEITcjAm5hHi+a4b7PD3QRiJsPIKD7dahCikIEXMSNOHldrMw3niTiECzHIMBi6px4b6sexeCBUIQMfYu5OS9GbdZ0uk2FciEGOrbEcDd3zcnEPWcjAtZhP3QDLVzLMTE8kLQSrnXxaYwBvM/T57U4XWuTtSUUyTBMT2OY1Ekfoe6KGyIUYLQKZarNNTCT+gBd5VYVcWWdXXpxZ5lmGlflKhrH23A4yl9pXpnqIweqnKls0Z8HVqN2u/sEzi1N/LmYRXxZ39M0o01KXnpFyMMsVr5kste+k5wM9ly7XaRMGF5a58EbRpg7tUnhciNFAIGLExfv7+1+aAQK+hbyl52Zct91UXFjmQlY5Qw9Sx8NuGJfKmrtE/FGyJR5gEl2VLpgoSuWrpnZ3dzvitjNsUHsWUlsqsMQgNUaglkIGQSyB9JAMi2DxhdQK7FmmXuKtkkUMEiS66u7NBSFm8yFuiUM4BLA+oMRkstOoFWPb1NI6+sxAgUt1i4/HEcxAP70yruvBfEPcHUgOAQwYFTA6994qMx4eAW711SblVoKZNIJyEvZjFrfgiu+y9EUsMLHwurHCZbvSw2yq8fhN05KklWezR9HfBa6Wy9ZMlM5+w9pzNZiM9JoKF15XLNXSOGs8THBzsxHDqIX+VNwRmdrzdSGlgBhYXeiLeixjTWbFeisBAGvcafJFPTjLDJDRlKNEiDNYe/YDLG+/319W8S4b6wuvKqQlqQ8Ql7fh2Ae5owWuoGYhhrOTQq09rHMipDBGuJHeXdbjA9FeVMsb6f0Q15P3Q5iYWSZBihmukCZKNjD0XtwxWIixu7vbmoNbBCNYiBPWNtJjEOn9s3oxXDbClRrQeJd6HEG62RlmsXks7mjsQoxZmmRUoGeHvo30a0nFuqSPQ8R1ntqC5g9MuelJCwl64zi4SXqSxeKOJbP+9Yo0DNv+9kCSVEVJytwHOVSC3tHCHBynU0mUyxwC2BggYqw3ZnJTarA9jdnj1qlbzCGAtYciHkPwYvbUGcYhgPWEIp5CLTaOMxnoRBzChRi1AV7ZJkV8OkEnwIZRS3r98PDwc3EHF2KETU8FfPfg4OAWW3HzUZstXT/77DOUG1wnw1B7XhMSChBt11hhLIRoXa3Yhlrtz+wjGYbGFCbDKifRvAh2C30VPQt0pYtRGzcb4Cq9srKCBpWPxB1LXIhRCRDwXQ2durS+bqiVmAFmGKugE3HYGaYn1brWnu/SIngFgr2jn/U9FfAdCtg9tRMzwH5VWNwuDtGTDH3gvxHiCogVSax7epvwQumfWooZ85rMQgyXI3qXuRDDCogXrvM9rTz0NAvdo/Utl1qKGfjYrwoXB60939ne3k6FTEQFi4kdPb3FWuHe4uJij59Z9dRWzLjqa5x71fFUEtae5VissKqpfn1lvk8h2sePH/dpccOk1ktlyI/MOCe8b77gjWARf18z+im+p4WtL/8P6FbjBAWLwV0AAAAASUVORK5CYII=" data-v-996dafb6 data-v-1ce9101a><h2 data-v-996dafb6 data-v-1ce9101a>KRSNA</h2></div><div class="abbr" data-v-996dafb6 data-v-1ce9101a><div data-v-1ce9101a><b style="font-size: 1.5em">K</b>nowledgeable <b style="font-size: 1.5em">R</b>etail <b style="font-size: 1.5em">S</b>hopping <b style="font-size: 1.5em">N</b>avigation <b style="font-size: 1.5em">A</b>ssistant</div></div><div class="desc" data-v-996dafb6 data-v-1ce9101a><p data-v-996dafb6 data-v-1ce9101a>
+          </p><h3 class="heading-size-9" data-v-996dafb6 data-v-1e9f1964><a href="#" data-v-996dafb6 data-v-1e9f1964>Demo</a></h3></div></div><div class="tool" data-v-996dafb6 data-v-1e9f1964><div class="name" data-v-996dafb6 data-v-1e9f1964><img src="data:image/png;base64,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" data-v-996dafb6 data-v-1e9f1964><h2 data-v-996dafb6 data-v-1e9f1964>KRSNA</h2></div><div class="abbr" data-v-996dafb6 data-v-1e9f1964><div data-v-1e9f1964><b style="font-size: 1.5em">K</b>nowledgeable <b style="font-size: 1.5em">R</b>etail <b style="font-size: 1.5em">S</b>hopping <b style="font-size: 1.5em">N</b>avigation <b style="font-size: 1.5em">A</b>ssistant</div></div><div class="desc" data-v-996dafb6 data-v-1e9f1964><p data-v-996dafb6 data-v-1e9f1964>
             A chatbot that can help your customers to pick the right product to buy based on their preferences. 
             This tool uses LLM to find the customer preferences and searching for a match in its vector database of items
-          </p><h3 class="heading-size-9" data-v-996dafb6 data-v-1ce9101a><a href="https://jewelllery-poc.netlify.app/collection/all" target="_blank" data-v-996dafb6 data-v-1ce9101a>
+          </p><h3 class="heading-size-9" data-v-996dafb6 data-v-1e9f1964><a href="https://diverse-three-169585.framer.app" target="_blank" data-v-996dafb6 data-v-1e9f1964>
             Demo
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" data-v-996dafb6 data-v-1ce9101a><h2 data-v-996dafb6 data-v-1ce9101a>SITA</h2></div><div class="abbr" data-v-996dafb6 data-v-1ce9101a><div data-v-1ce9101a><b style="font-size: 1.5em">S</b>mart <b style="font-size: 1.5em">I</b>nformation and <b style="font-size: 1.5em">T</b>ask <b style="font-size: 1.5em">A</b>ssistant</div></div><div class="desc" data-v-996dafb6 data-v-1ce9101a><p data-v-996dafb6 data-v-1ce9101a>
+            </a></h3></div></div><div class="tool" data-v-996dafb6 data-v-1e9f1964><div class="name" data-v-996dafb6 data-v-1e9f1964><img 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" data-v-996dafb6 data-v-1e9f1964><h2 data-v-996dafb6 data-v-1e9f1964>SITA</h2></div><div class="abbr" data-v-996dafb6 data-v-1e9f1964><div data-v-1e9f1964><b style="font-size: 1.5em">S</b>mart <b style="font-size: 1.5em">I</b>nformation and <b style="font-size: 1.5em">T</b>ask <b style="font-size: 1.5em">A</b>ssistant</div></div><div class="desc" data-v-996dafb6 data-v-1e9f1964><p data-v-996dafb6 data-v-1e9f1964>
             A chatbot that can answer questions very specific to user data by integrating with internal API endpoints of an organization. 
             A good use case is for the customer support chatbot which can give accurate details about their account, transactions, history, etc. 
             This tool is powered by LangChain and API adapters to easily integrate hundreds of APIs
-          </p><h3 class="heading-size-9" data-v-996dafb6 data-v-1ce9101a><a href="#" data-v-996dafb6 data-v-1ce9101a>Demo</a></h3></div></div><div class="tool" data-v-996dafb6 data-v-1ce9101a><div class="name" data-v-996dafb6 data-v-1ce9101a><img src="data:image/png;base64,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" data-v-996dafb6 data-v-1ce9101a><h2 data-v-996dafb6 data-v-1ce9101a>SEA</h2></div><div class="abbr" data-v-996dafb6 data-v-1ce9101a><div data-v-1ce9101a><b style="font-size: 1.5em">S</b>ales <b style="font-size: 1.5em">E</b>mail <b style="font-size: 1.5em">A</b>gent</div></div><div class="desc" data-v-996dafb6 data-v-1ce9101a><p data-v-996dafb6 data-v-1ce9101a>
+          </p><h3 class="heading-size-9" data-v-996dafb6 data-v-1e9f1964><a href="#" data-v-996dafb6 data-v-1e9f1964>Demo</a></h3></div></div><div class="tool" data-v-996dafb6 data-v-1e9f1964><div class="name" data-v-996dafb6 data-v-1e9f1964><img 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data-v-996dafb6 data-v-1e9f1964><h2 data-v-996dafb6 data-v-1e9f1964>SEA</h2></div><div class="abbr" data-v-996dafb6 data-v-1e9f1964><div data-v-1e9f1964><b style="font-size: 1.5em">S</b>ales <b style="font-size: 1.5em">E</b>mail <b style="font-size: 1.5em">A</b>gent</div></div><div class="desc" data-v-996dafb6 data-v-1e9f1964><p data-v-996dafb6 data-v-1e9f1964>
             A tool for software service providers to generate lead gen emails based on the needs of the target organisation and the 
             capabilities of their organisation. 
             This tool is powered by Vector database and sales domain knowledge
-          </p><h3 class="heading-size-9" data-v-996dafb6 data-v-1ce9101a><a href="https://sea.tarkalabs.com" target="_blank" data-v-996dafb6 data-v-1ce9101a>
+          </p><h3 class="heading-size-9" data-v-996dafb6 data-v-1e9f1964><a href="https://sea.tarkalabs.com" target="_blank" data-v-996dafb6 data-v-1e9f1964>
             Demo
-            </a></h3></div></div></div></div><div class="lets-talk" data-v-220ed1ac data-v-1ce9101a><div class="message heading-size-7" data-v-220ed1ac>
+            </a></h3></div></div></div></div><div class="lets-talk" data-v-220ed1ac data-v-1e9f1964><div class="message heading-size-7" data-v-220ed1ac>
     Let’s build something
     <br data-v-220ed1ac>
     great together.
-  </div><div class="action-container" data-v-220ed1ac><div class="action-button heading-size-5" data-v-220ed1ac><div data-v-220ed1ac>Get in touch</div><div class="arrow" data-v-220ed1ac>-&gt;</div></div><img src="/assets/img/talk.71d1d2f3.svg" alt="Lenny Face" data-v-220ed1ac></div></div><div id="chatbot" data-v-996dafb6 data-v-1ce9101a></div></div><div data-v-996dafb6></div></div><div id="footer" class="baseLayout" data-v-996dafb6 data-v-b5a9baaa><div data-v-996dafb6></div><div data-v-996dafb6><div class="site-footer" data-v-0a037a4b data-v-b5a9baaa><ul class="main-nav footer" data-v-35bc7266 data-v-0a037a4b><div class="primary fadeIn" data-v-35bc7266><li data-v-35bc7266><a href="https://design.tarkalabs.com/" target="_self" data-v-35bc7266>/Design</a></li><li data-v-35bc7266><a href="/develop" data-v-35bc7266>/Develop</a></li><li data-v-35bc7266><a href="/projects" data-v-35bc7266>/Projects</a></li><li data-v-35bc7266><a href="/careers" data-v-35bc7266>/Careers</a></li><li data-v-35bc7266><a href="/about" data-v-35bc7266>/About</a></li><li data-v-35bc7266><a href="/contact" data-v-35bc7266>/Contact</a></li></div></ul><div class="subnav" data-v-0a037a4b><ul class="sub body-jetbrains-size-11 footer fadeIn" data-v-1fd061a8 data-v-0a037a4b><li data-v-1fd061a8><a href="/train" data-v-1fd061a8>/train</a></li><li data-v-1fd061a8><a href="/talks" data-v-1fd061a8>/talks</a></li><li data-v-1fd061a8><a href="https://medium.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-1fd061a8>/blog</a></li></ul><div data-v-fae945d8 data-v-0a037a4b><a href="https://twitter.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-fae945d8>Twitter</a><a href="https://in.linkedin.com/company/tarka-labs" target="_blank" rel="noopener" class="external" data-v-fae945d8>LinkedIn</a></div><div class="sedin" data-v-0a037a4b><a href="https://sedintechnologies.com/" target="_blank" rel="noopener" class="external" data-v-0a037a4b>Tarka Labs is a division of Sedin Technologies</a></div></div></div></div><div data-v-996dafb6></div></div></div></div></div>
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+  </div><div class="action-container" data-v-220ed1ac><div class="action-button heading-size-5" data-v-220ed1ac><div data-v-220ed1ac>Get in touch</div><div class="arrow" data-v-220ed1ac>-&gt;</div></div><img src="/assets/img/talk.71d1d2f3.svg" alt="Lenny Face" data-v-220ed1ac></div></div><div id="chatbot" data-v-996dafb6 data-v-1e9f1964></div></div><div data-v-996dafb6></div></div><div id="footer" class="baseLayout" data-v-996dafb6 data-v-b5a9baaa><div data-v-996dafb6></div><div data-v-996dafb6><div class="site-footer" data-v-0a037a4b data-v-b5a9baaa><ul class="main-nav footer" data-v-35bc7266 data-v-0a037a4b><div class="primary fadeIn" data-v-35bc7266><li data-v-35bc7266><a href="https://design.tarkalabs.com/" target="_self" data-v-35bc7266>/Design</a></li><li data-v-35bc7266><a href="/develop" data-v-35bc7266>/Develop</a></li><li data-v-35bc7266><a href="/projects" data-v-35bc7266>/Projects</a></li><li data-v-35bc7266><a href="/careers" data-v-35bc7266>/Careers</a></li><li data-v-35bc7266><a href="/about" data-v-35bc7266>/About</a></li><li data-v-35bc7266><a href="/contact" data-v-35bc7266>/Contact</a></li></div></ul><div class="subnav" data-v-0a037a4b><ul class="sub body-jetbrains-size-11 footer fadeIn" data-v-1fd061a8 data-v-0a037a4b><li data-v-1fd061a8><a href="/train" data-v-1fd061a8>/train</a></li><li data-v-1fd061a8><a href="/talks" data-v-1fd061a8>/talks</a></li><li data-v-1fd061a8><a href="https://medium.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-1fd061a8>/blog</a></li></ul><div data-v-fae945d8 data-v-0a037a4b><a href="https://twitter.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-fae945d8>Twitter</a><a href="https://in.linkedin.com/company/tarka-labs" target="_blank" rel="noopener" class="external" data-v-fae945d8>LinkedIn</a></div><div class="sedin" data-v-0a037a4b><a href="https://sedintechnologies.com/" target="_blank" rel="noopener" class="external" data-v-0a037a4b>Tarka Labs is a division of Sedin Technologies</a></div></div></div></div><div data-v-996dafb6></div></div></div></div></div>
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diff --git a/index.html b/index.html
index d9d487c9..56fc7d13 100644
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+++ b/index.html
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@@ -74,6 +74,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
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diff --git a/projects/index.html b/projects/index.html
index 9432f585..8ee884d6 100644
--- a/projects/index.html
+++ b/projects/index.html
@@ -1,7 +1,7 @@
 <!DOCTYPE html>
 <html data-html-server-rendered="true" lang="en" data-vue-tag="%7B%22lang%22:%7B%22ssr%22:%22en%22%7D%7D">
   <head>
-    <title>Projects - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><meta data-vue-tag="ssr" property="og:image" content="https://tarkalabs.com/images/og_image_1200x627.png"><meta data-vue-tag="ssr" property="og:image:height" content="627"><meta data-vue-tag="ssr" property="og:image:width" content="1200"><meta data-vue-tag="ssr" property="og:title" content="Awesome projects Tarka Labs worked"><meta data-vue-tag="ssr" property="og:description" content="Explore web and mobile applications and solutions we’ve designed, developed and refactored for leading international brands across domains."><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--projects-vue.817ac7d1.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
+    <title>Projects - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><meta data-vue-tag="ssr" property="og:image" content="https://tarkalabs.com/images/og_image_1200x627.png"><meta data-vue-tag="ssr" property="og:image:height" content="627"><meta data-vue-tag="ssr" property="og:image:width" content="1200"><meta data-vue-tag="ssr" property="og:title" content="Awesome projects Tarka Labs worked"><meta data-vue-tag="ssr" property="og:description" content="Explore web and mobile applications and solutions we’ve designed, developed and refactored for leading international brands across domains."><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--projects-vue.817ac7d1.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
     <noscript>
       <div class="noscript-container">
         <a href="/" class="noscript-logo">Tarka <br />_Labs</a>
@@ -40,13 +40,13 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
       Ruby / Rails / React / Storybook / AWS
     </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div><div class="item" data-v-149b588c><a href="/works/docgenai" target="_blank" class="project" style="color:#ffffff;background:#FF2C00;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>Leveraging GenAI for Document Data Extraction</div><div class="desc heading-size-9" data-v-49c7cb77>/Gaea Global</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Application development</li><li data-v-49c7cb77>Devops</li></ul><div class="tech" data-v-49c7cb77>
       Google Document AI / ChatGPT / Python
-    </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div></div></div><div class="testimonial-section" data-v-996dafb6 data-v-5d9595bb><div class="testimonial themed" style="background-color:#0B13F1;color:#ffffff;" data-v-496c4fa5 data-v-5d9595bb><div data-v-496c4fa5><img alt="Headshot of Michael Sparks" src="/assets/static/michael.36a7a07.508f9fa7a04fc77ae6a51f73bfde2e57.jpeg" width="160" srcset="/assets/static/michael.36a7a07.508f9fa7a04fc77ae6a51f73bfde2e57.jpeg 160w" sizes="(max-width: 160px) 100vw, 160px" class="g-image" data-v-496c4fa5 data-v-496c4fa5></div><div class="comment" data-v-496c4fa5><p class="body-jetbrains-size-6" data-v-496c4fa5>
-      Tarka Labs consultants are smart, effective communicators and extremely educative. Their quality of code is highly impressive. They’ve built a robust foundation, where reusable components and systems have been our key differentiators. It’s hard to cross boundaries in technology, but they’ve built thoughtful and scalable solutions by working on multiple code repositories with ease.
-    </p></div><div class="footer" data-v-496c4fa5><div class="by" data-v-496c4fa5><div class="name heading-size-9" data-v-496c4fa5>Michael Sparks</div><div class="entity body-jetbrains-size-10" data-v-496c4fa5>
-        Director of Technology
+    </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div></div></div><div class="testimonial-section" data-v-996dafb6 data-v-5d9595bb><div class="testimonial themed" style="background-color:#FF2C00;color:#ffffff;" data-v-496c4fa5 data-v-5d9595bb><div data-v-496c4fa5><img alt="Headshot of Jason Mancuso" src="/assets/static/jason.36a7a07.12697a716c203e204279e06a2c145537.jpeg" width="160" srcset="/assets/static/jason.36a7a07.12697a716c203e204279e06a2c145537.jpeg 160w" sizes="(max-width: 160px) 100vw, 160px" class="g-image" data-v-496c4fa5 data-v-496c4fa5></div><div class="comment" data-v-496c4fa5><p class="body-jetbrains-size-6" data-v-496c4fa5>
+      It’s been a delight to work with Tarka Labs. Their interactions are articulate and consultants get into great development cadence quickly. They have excellent command in backend and web development, and their solutions added value to the schema of business.
+    </p></div><div class="footer" data-v-496c4fa5><div class="by" data-v-496c4fa5><div class="name heading-size-9" data-v-496c4fa5>Jason Mancuso</div><div class="entity body-jetbrains-size-10" data-v-496c4fa5>
+        Director-SCM Practice
         <span data-v-496c4fa5>
-          , Genetic Direction
-        </span></div></div><a href="/works/genetic-direction" class="project-link heading-size-8" style="background-color:#0B13F1;color:#ffffff;" data-v-496c4fa5>
+          , Gaea Global
+        </span></div></div><a href="/works/cls" class="project-link heading-size-8" style="background-color:#FF2C00;color:#ffffff;" data-v-496c4fa5>
       View project <span class="arrow" data-v-496c4fa5>-&gt;</span></a></div></div></div></div><div data-v-996dafb6 data-v-5d9595bb><div class="group" data-v-149b588c data-v-5d9595bb><div class="col" data-v-149b588c><div class="item" data-v-149b588c><a href="/works/abridge" target="_blank" class="project" style="color:#000000;background:#FC5D2B;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>Implementation of interactive healthcare technology in medical landscape for better information flow.</div><div class="desc heading-size-9" data-v-49c7cb77>/Abridge</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Mobile development</li></ul><div class="tech" data-v-49c7cb77>
       Swift / Kotlin / AVAudioEngine / MediaCodec
     </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div><div class="item" data-v-149b588c><a href="/works/caratlane" target="_blank" class="project" style="color:#000000;background:#00C2FF;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>Streamlining customer checkout with a Single Page Application (SPA) built on Mithril.</div><div class="desc heading-size-9" data-v-49c7cb77>/Caratlane</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Frontend development</li><li data-v-49c7cb77>Backend development</li></ul><div class="tech" data-v-49c7cb77>
@@ -55,13 +55,13 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
       Javascript / Scrollmagic / CSS
     </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div><div class="item" data-v-149b588c><a href="/design/routinr" target="_blank" class="project" style="color:#ffffff;" data-v-49c7cb77 data-v-149b588c><div class="video" data-v-49c7cb77><video src="/assets/files/routinr-tile.87d6e7ff809efa0c96686a1b862358c2.mp4" muted="muted" autoplay="autoplay" loop="loop" playsinline data-v-49c7cb77></video></div><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>A place where creators can share and monetize their daily routines.</div><div class="desc heading-size-9" data-v-49c7cb77>/Routinr</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Art direction</li><li data-v-49c7cb77>Web &amp; app design</li><li data-v-49c7cb77>Information architecture</li><li data-v-49c7cb77>Prototyping</li></ul><div class="tech" data-v-49c7cb77>
       Figma / After Effects / Illustrator / Photoshop
-    </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div></div></div><div class="testimonial-section" data-v-996dafb6 data-v-5d9595bb><div class="testimonial themed" style="background-color:#FF2C00;color:#ffffff;" data-v-496c4fa5 data-v-5d9595bb><div data-v-496c4fa5><img alt="Headshot of Amy McLeod" src="/assets/static/amy.36a7a07.cc73029cbff3150efc8598a0b22e5470.jpeg" width="160" srcset="/assets/static/amy.36a7a07.cc73029cbff3150efc8598a0b22e5470.jpeg 160w" sizes="(max-width: 160px) 100vw, 160px" class="g-image" data-v-496c4fa5 data-v-496c4fa5></div><div class="comment" data-v-496c4fa5><p class="body-jetbrains-size-6" data-v-496c4fa5>
-      The team at Tarka labs have exceeded my expectations during our collaboration! Their expertise, coaching, and ability to bring our ideas to life have greatly enhanced our app prototype development and prepared us for the user testing phase of our project. Forever grateful!
-    </p></div><div class="footer" data-v-496c4fa5><div class="by" data-v-496c4fa5><div class="name heading-size-9" data-v-496c4fa5>Amy McLeod</div><div class="entity body-jetbrains-size-10" data-v-496c4fa5>
-        Project Manager
+    </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div></div></div><div class="testimonial-section" data-v-996dafb6 data-v-5d9595bb><div class="testimonial themed" style="background-color:#001C39;color:#ffffff;" data-v-496c4fa5 data-v-5d9595bb><div data-v-496c4fa5><img alt="Headshot of Sasi Parthasarathy" src="/assets/static/sasi.36a7a07.79a43784a51c17c3fd4f0fbaa3800d0c.jpeg" width="160" srcset="/assets/static/sasi.36a7a07.79a43784a51c17c3fd4f0fbaa3800d0c.jpeg 160w" sizes="(max-width: 160px) 100vw, 160px" class="g-image" data-v-496c4fa5 data-v-496c4fa5></div><div class="comment" data-v-496c4fa5><p class="body-jetbrains-size-6" data-v-496c4fa5>
+      Tarka Labs has been a great discovery for Fankave. They helped us build an array of interactive social experiences. Quite impressed with the team’s technical acumen. I'd recommend Tarka Labs if you’re trying to build an MVP, scale your product or at any stage of growth.
+    </p></div><div class="footer" data-v-496c4fa5><div class="by" data-v-496c4fa5><div class="name heading-size-9" data-v-496c4fa5>Sasi Parthasarathy</div><div class="entity body-jetbrains-size-10" data-v-496c4fa5>
+        Founder
         <span data-v-496c4fa5>
-          , eVisitNB
-        </span></div></div><a href="/design/" class="project-link heading-size-8" style="display:none;background-color:#FF2C00;color:#ffffff;" data-v-496c4fa5>
+          , Fankave
+        </span></div></div><a href="/works/fankave" class="project-link heading-size-8" style="background-color:#001C39;color:#ffffff;" data-v-496c4fa5>
       View project <span class="arrow" data-v-496c4fa5>-&gt;</span></a></div></div></div></div><div data-v-996dafb6 data-v-5d9595bb><div class="group" data-v-149b588c data-v-5d9595bb><div class="col" data-v-149b588c><div class="item" data-v-149b588c><a href="/works/farmstead" target="_blank" class="project" style="color:#ffffff;background:#007450;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>Delivering farm-to-fridge groceries with an innovative AI-powered platform.</div><div class="desc heading-size-9" data-v-49c7cb77>/Farmstead</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Frontend development</li><li data-v-49c7cb77>Backend development</li></ul><div class="tech" data-v-49c7cb77>
       Ruby / Rails
     </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div><div class="item" data-v-149b588c><a href="/works/social-lab" target="_blank" class="project" style="color:#000000;background:#FCF400;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>Plastic Recycling Platform discovery which helps producers to comply with Extended Producer Responsibility (EPR) norms</div><div class="desc heading-size-9" data-v-49c7cb77>/Social Lab</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Discovery</li><li data-v-49c7cb77>Consulting</li></ul><div class="tech" data-v-49c7cb77>
@@ -70,13 +70,13 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
       Ruby / Rails / HexaPdf
     </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div><div class="item" data-v-149b588c><a href="/works/glydel" target="_blank" class="project" style="color:#000000;background:#DCE6EC;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>Intelligent fleet management and tracking, powered by Django and Python.</div><div class="desc heading-size-9" data-v-49c7cb77>/Glydel</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Frontend development</li><li data-v-49c7cb77>Backend development</li></ul><div class="tech" data-v-49c7cb77>
       Django / Python
-    </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div></div></div><div class="testimonial-section" data-v-996dafb6 data-v-5d9595bb><div class="testimonial themed" style="background-color:#FCF400;color:#000000;" data-v-496c4fa5 data-v-5d9595bb><div data-v-496c4fa5><img alt="Headshot of Steve Smith" src="/assets/static/steve.36a7a07.1880cb25f6e281603198d715bafd882b.jpg" width="160" srcset="/assets/static/steve.36a7a07.1880cb25f6e281603198d715bafd882b.jpg 160w" sizes="(max-width: 160px) 100vw, 160px" class="g-image" data-v-496c4fa5 data-v-496c4fa5></div><div class="comment" data-v-496c4fa5><p class="body-jetbrains-size-6" data-v-496c4fa5>
-      I’ve worked with Tarka Labs on a platform project with a lot of moving pieces and custom features that took a deep thinking team to bring the idea to life. They are deep thinkers, analyze current solutions, ask insightful questions, and come up with solutions that really refined the ideas into a truly unique platform. They bring open thinking, disruptive ideas, and challenge conventional thinking. Be prepared!
-    </p></div><div class="footer" data-v-496c4fa5><div class="by" data-v-496c4fa5><div class="name heading-size-9" data-v-496c4fa5>Steve Smith</div><div class="entity body-jetbrains-size-10" data-v-496c4fa5>
-        Founder
+    </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div></div></div><div class="testimonial-section" data-v-996dafb6 data-v-5d9595bb><div class="testimonial themed" style="background-color:#00C2FF;color:#000000;" data-v-496c4fa5 data-v-5d9595bb><div data-v-496c4fa5><img alt="Headshot of Gurukeerthi Gurunathan" src="/assets/static/guru.36a7a07.a96eb14572d833f351254ff5a06c19fe.jpeg" width="160" srcset="/assets/static/guru.36a7a07.a96eb14572d833f351254ff5a06c19fe.jpeg 160w" sizes="(max-width: 160px) 100vw, 160px" class="g-image" data-v-496c4fa5 data-v-496c4fa5></div><div class="comment" data-v-496c4fa5><p class="body-jetbrains-size-6" data-v-496c4fa5>
+      Tarka Labs has thought leaders and subject matter experts. They solve complex problems and build robust well-architected systems, and our conversations are always enriching. They are passionate tech craftsmen abreast with the latest trends. They have definitely exceeded my expectations.
+    </p></div><div class="footer" data-v-496c4fa5><div class="by" data-v-496c4fa5><div class="name heading-size-9" data-v-496c4fa5>Gurukeerthi Gurunathan</div><div class="entity body-jetbrains-size-10" data-v-496c4fa5>
+        Co-founder
         <span data-v-496c4fa5>
-          , EquipmentFX
-        </span></div></div><a href="/design/" class="project-link heading-size-8" style="display:none;background-color:#FCF400;color:#000000;" data-v-496c4fa5>
+          , Caratlane
+        </span></div></div><a href="/works/caratlane" class="project-link heading-size-8" style="background-color:#00C2FF;color:#000000;" data-v-496c4fa5>
       View project <span class="arrow" data-v-496c4fa5>-&gt;</span></a></div></div></div></div><div data-v-996dafb6 data-v-5d9595bb><div class="group" data-v-149b588c data-v-5d9595bb><div class="col" data-v-149b588c><div class="item" data-v-149b588c><a href="/works/ge" target="_blank" class="project" style="color:#ffffff;background:#007450;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>Unlocking production efficiency with RaspberryPi and NFC-driven real time tool tracking.</div><div class="desc heading-size-9" data-v-49c7cb77>/GE Digital Services</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>IOT development</li></ul><div class="tech" data-v-49c7cb77>
       Python / Node.js
     </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div><div class="item" data-v-149b588c><a href="/works/idexcel" target="_blank" class="project" style="color:#000000;background:#DCE6EC;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>Accelerated credit profiling and risk analysis through codebase refactoring.</div><div class="desc heading-size-9" data-v-49c7cb77>/IDExcel</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Backend development</li></ul><div class="tech" data-v-49c7cb77>
@@ -85,13 +85,17 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
       Javascript / Scrollmagic / CSS
     </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div><div class="item" data-v-149b588c><a href="/works/fankave" target="_blank" class="project" style="color:#ffffff;background:#001C39;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>Building immersive digital billboards and web embeds for Fankave.</div><div class="desc heading-size-9" data-v-49c7cb77>/Fankave</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Frontend development</li><li data-v-49c7cb77>Backend development</li><li data-v-49c7cb77>Design</li></ul><div class="tech" data-v-49c7cb77>
       React / Javascript / CSS / Scala
-    </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div></div></div><div class="testimonial-section" data-v-996dafb6 data-v-5d9595bb><div class="testimonial themed" style="background-color:#001C39;color:#ffffff;" data-v-496c4fa5 data-v-5d9595bb><div data-v-496c4fa5><img alt="Headshot of Sasi Parthasarathy" src="/assets/static/sasi.36a7a07.79a43784a51c17c3fd4f0fbaa3800d0c.jpeg" width="160" srcset="/assets/static/sasi.36a7a07.79a43784a51c17c3fd4f0fbaa3800d0c.jpeg 160w" sizes="(max-width: 160px) 100vw, 160px" class="g-image" data-v-496c4fa5 data-v-496c4fa5></div><div class="comment" data-v-496c4fa5><p class="body-jetbrains-size-6" data-v-496c4fa5>
-      Tarka Labs has been a great discovery for Fankave. They helped us build an array of interactive social experiences. Quite impressed with the team’s technical acumen. I'd recommend Tarka Labs if you’re trying to build an MVP, scale your product or at any stage of growth.
-    </p></div><div class="footer" data-v-496c4fa5><div class="by" data-v-496c4fa5><div class="name heading-size-9" data-v-496c4fa5>Sasi Parthasarathy</div><div class="entity body-jetbrains-size-10" data-v-496c4fa5>
-        Founder
+    </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div></div></div><div class="testimonial-section" data-v-996dafb6 data-v-5d9595bb><div class="testimonial themed" style="background-color:#18181C;color:#ffffff;" data-v-496c4fa5 data-v-5d9595bb><div data-v-496c4fa5><img alt="Headshot of Eric Czarnopys" src="/assets/static/eric.36a7a07.b34ba4d483b5376af41907fc29348f49.jpg" width="160" srcset="/assets/static/eric.36a7a07.b34ba4d483b5376af41907fc29348f49.jpg 160w" sizes="(max-width: 160px) 100vw, 160px" class="g-image" data-v-496c4fa5 data-v-496c4fa5></div><div class="comment" data-v-496c4fa5><p class="body-jetbrains-size-6" data-v-496c4fa5>
+      Tarka truly is a World-class team of skilled thought designers.
+    </p><p class="body-jetbrains-size-6" data-v-496c4fa5>
+      The experience design surpassed our expectations, resulting in an elegant and intuitive product blueprint.
+    </p><p class="body-jetbrains-size-6" data-v-496c4fa5>
+      The offline internal collaboration within the team results in the clearest product presentation to the end client.
+    </p></div><div class="footer" data-v-496c4fa5><div class="by" data-v-496c4fa5><div class="name heading-size-9" data-v-496c4fa5>Eric Czarnopys</div><div class="entity body-jetbrains-size-10" data-v-496c4fa5>
+        CTO
         <span data-v-496c4fa5>
-          , Fankave
-        </span></div></div><a href="/works/fankave" class="project-link heading-size-8" style="background-color:#001C39;color:#ffffff;" data-v-496c4fa5>
+          , Beatclub
+        </span></div></div><a href="/design/beatclub" class="project-link heading-size-8" style="background-color:#18181C;color:#ffffff;" data-v-496c4fa5>
       View project <span class="arrow" data-v-496c4fa5>-&gt;</span></a></div></div></div></div><div data-v-996dafb6 data-v-5d9595bb><div class="group" data-v-149b588c data-v-5d9595bb><div class="col" data-v-149b588c><div class="item" data-v-149b588c><a href="/works/hotstar" target="_blank" class="project" style="color:#ffffff;background:#000000;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>How to build mobile user interfaces that are fluid?</div><div class="desc heading-size-9" data-v-49c7cb77>/Hotstar</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Mobile App Development</li><li data-v-49c7cb77>Animation</li><li data-v-49c7cb77>Design</li></ul><div class="tech" data-v-49c7cb77>
       Swift
     </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div><div class="item" data-v-149b588c><a href="/works/10icommerce" target="_blank" class="project" style="color:#ffffff;background:#0B13F1;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>How we helped 10i Commerce scale their Spree platform to process 100k+ orders.</div><div class="desc heading-size-9" data-v-49c7cb77>/10i Commerce</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Consulting</li><li data-v-49c7cb77>Backend development</li></ul><div class="tech" data-v-49c7cb77>
@@ -111,14 +115,18 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
       Blender / Figma / After Effects / Illustrator
     </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div></div><div class="col right" data-v-149b588c><div class="item" data-v-149b588c><a href="/works/inkl" target="_blank" class="project" style="color:#ffffff;background:#0B13F1;" data-v-49c7cb77 data-v-149b588c><!----><div class="header" data-v-49c7cb77><div data-v-49c7cb77><div class="title heading-size-8" data-v-49c7cb77>Immersive and engaging news, minus the clickbait and clutter.</div><div class="desc heading-size-9" data-v-49c7cb77>/Inkl</div></div></div><div class="footer body-jetbrains-size-10" data-v-49c7cb77><ul class="services underscore" data-v-49c7cb77><li data-v-49c7cb77>Mobile development</li></ul><div class="tech" data-v-49c7cb77>
       Objective C
-    </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div></div></div><div class="testimonial-section" data-v-996dafb6 data-v-5d9595bb><div class="testimonial themed" style="background-color:#001C39;color:#ffffff;" data-v-496c4fa5 data-v-5d9595bb><div data-v-496c4fa5><img alt="Headshot of Sasi Parthasarathy" src="/assets/static/sasi.36a7a07.79a43784a51c17c3fd4f0fbaa3800d0c.jpeg" width="160" srcset="/assets/static/sasi.36a7a07.79a43784a51c17c3fd4f0fbaa3800d0c.jpeg 160w" sizes="(max-width: 160px) 100vw, 160px" class="g-image" data-v-496c4fa5 data-v-496c4fa5></div><div class="comment" data-v-496c4fa5><p class="body-jetbrains-size-6" data-v-496c4fa5>
-      Tarka Labs has been a great discovery for Fankave. They helped us build an array of interactive social experiences. Quite impressed with the team’s technical acumen. I'd recommend Tarka Labs if you’re trying to build an MVP, scale your product or at any stage of growth.
-    </p></div><div class="footer" data-v-496c4fa5><div class="by" data-v-496c4fa5><div class="name heading-size-9" data-v-496c4fa5>Sasi Parthasarathy</div><div class="entity body-jetbrains-size-10" data-v-496c4fa5>
-        Founder
+    </div><div class="expand heading-size-6" data-v-49c7cb77>+</div></div></a></div></div></div><div class="testimonial-section" data-v-996dafb6 data-v-5d9595bb><div class="testimonial themed" style="background-color:#18181C;color:#ffffff;" data-v-496c4fa5 data-v-5d9595bb><div data-v-496c4fa5><img alt="Headshot of Eric Czarnopys" src="/assets/static/eric.36a7a07.b34ba4d483b5376af41907fc29348f49.jpg" width="160" srcset="/assets/static/eric.36a7a07.b34ba4d483b5376af41907fc29348f49.jpg 160w" sizes="(max-width: 160px) 100vw, 160px" class="g-image" data-v-496c4fa5 data-v-496c4fa5></div><div class="comment" data-v-496c4fa5><p class="body-jetbrains-size-6" data-v-496c4fa5>
+      Tarka truly is a World-class team of skilled thought designers.
+    </p><p class="body-jetbrains-size-6" data-v-496c4fa5>
+      The experience design surpassed our expectations, resulting in an elegant and intuitive product blueprint.
+    </p><p class="body-jetbrains-size-6" data-v-496c4fa5>
+      The offline internal collaboration within the team results in the clearest product presentation to the end client.
+    </p></div><div class="footer" data-v-496c4fa5><div class="by" data-v-496c4fa5><div class="name heading-size-9" data-v-496c4fa5>Eric Czarnopys</div><div class="entity body-jetbrains-size-10" data-v-496c4fa5>
+        CTO
         <span data-v-496c4fa5>
-          , Fankave
-        </span></div></div><a href="/works/fankave" class="project-link heading-size-8" style="background-color:#001C39;color:#ffffff;" data-v-496c4fa5>
+          , Beatclub
+        </span></div></div><a href="/design/beatclub" class="project-link heading-size-8" style="background-color:#18181C;color:#ffffff;" data-v-496c4fa5>
       View project <span class="arrow" data-v-496c4fa5>-&gt;</span></a></div></div></div></div></div></div><div data-v-996dafb6></div></div><div id="footer" class="baseLayout" data-v-996dafb6 data-v-b5a9baaa><div data-v-996dafb6></div><div data-v-996dafb6><div class="site-footer" data-v-0a037a4b data-v-b5a9baaa><ul class="main-nav footer" data-v-35bc7266 data-v-0a037a4b><div class="primary fadeIn" data-v-35bc7266><li data-v-35bc7266><a href="https://design.tarkalabs.com/" target="_self" data-v-35bc7266>/Design</a></li><li data-v-35bc7266><a href="/develop" data-v-35bc7266>/Develop</a></li><li data-v-35bc7266><a href="/projects" aria-current="page" class="active--exact active" data-v-35bc7266>/Projects</a></li><li data-v-35bc7266><a href="/careers" data-v-35bc7266>/Careers</a></li><li data-v-35bc7266><a href="/about" data-v-35bc7266>/About</a></li><li data-v-35bc7266><a href="/contact" data-v-35bc7266>/Contact</a></li></div></ul><div class="subnav" data-v-0a037a4b><ul class="sub body-jetbrains-size-11 footer fadeIn" data-v-1fd061a8 data-v-0a037a4b><li data-v-1fd061a8><a href="/train" data-v-1fd061a8>/train</a></li><li data-v-1fd061a8><a href="/talks" data-v-1fd061a8>/talks</a></li><li data-v-1fd061a8><a href="https://medium.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-1fd061a8>/blog</a></li></ul><div data-v-fae945d8 data-v-0a037a4b><a href="https://twitter.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-fae945d8>Twitter</a><a href="https://in.linkedin.com/company/tarka-labs" target="_blank" rel="noopener" class="external" data-v-fae945d8>LinkedIn</a></div><div class="sedin" data-v-0a037a4b><a href="https://sedintechnologies.com/" target="_blank" rel="noopener" class="external" data-v-0a037a4b>Tarka Labs is a division of Sedin Technologies</a></div></div></div></div><div data-v-996dafb6></div></div></div></div></div>
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diff --git a/retreat/index.html b/retreat/index.html
index a379acbd..8b45a69a 100644
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-    <title>Tarka Labs - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--services--arvr-vue.b97f68a2.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
+    <title>Tarka Labs - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--services--arvr-vue.b97f68a2.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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       <div class="noscript-container">
         <a href="/" class="noscript-logo">Tarka <br />_Labs</a>
@@ -35,6 +35,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
     We are a team of AR experts who can help you design, develop, and deploy cutting-edge AR solutions that will transform your business. 
     Whether you want to enhance your products, services, processes, or customer journeys, we can help you achieve your goals with AR
   </p></div><div data-v-996dafb6></div></div><div id="footer" class="baseLayout" data-v-996dafb6 data-v-b5a9baaa><div data-v-996dafb6></div><div data-v-996dafb6><div class="site-footer" data-v-0a037a4b data-v-b5a9baaa><ul class="main-nav footer" data-v-35bc7266 data-v-0a037a4b><div class="primary fadeIn" data-v-35bc7266><li data-v-35bc7266><a href="https://design.tarkalabs.com/" target="_self" data-v-35bc7266>/Design</a></li><li data-v-35bc7266><a href="/develop" data-v-35bc7266>/Develop</a></li><li data-v-35bc7266><a href="/projects" data-v-35bc7266>/Projects</a></li><li data-v-35bc7266><a href="/careers" data-v-35bc7266>/Careers</a></li><li data-v-35bc7266><a href="/about" data-v-35bc7266>/About</a></li><li data-v-35bc7266><a href="/contact" data-v-35bc7266>/Contact</a></li></div></ul><div class="subnav" data-v-0a037a4b><ul class="sub body-jetbrains-size-11 footer fadeIn" data-v-1fd061a8 data-v-0a037a4b><li data-v-1fd061a8><a href="/train" data-v-1fd061a8>/train</a></li><li data-v-1fd061a8><a href="/talks" data-v-1fd061a8>/talks</a></li><li data-v-1fd061a8><a href="https://medium.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-1fd061a8>/blog</a></li></ul><div data-v-fae945d8 data-v-0a037a4b><a href="https://twitter.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-fae945d8>Twitter</a><a href="https://in.linkedin.com/company/tarka-labs" target="_blank" rel="noopener" class="external" data-v-fae945d8>LinkedIn</a></div><div class="sedin" data-v-0a037a4b><a href="https://sedintechnologies.com/" target="_blank" rel="noopener" class="external" data-v-0a037a4b>Tarka Labs is a division of Sedin Technologies</a></div></div></div></div><div data-v-996dafb6></div></div></div></div></div>
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diff --git a/services/cto/index.html b/services/cto/index.html
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-    <title>Tarka Labs - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--services--cto-vue.da39c873.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
+    <title>Tarka Labs - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--services--cto-vue.da39c873.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
     <noscript>
       <div class="noscript-container">
         <a href="/" class="noscript-logo">Tarka <br />_Labs</a>
@@ -66,6 +66,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
     <br data-v-220ed1ac>
     great together.
   </div><div class="action-container" data-v-220ed1ac><div class="action-button heading-size-5" data-v-220ed1ac><div data-v-220ed1ac>Get in touch</div><div class="arrow" data-v-220ed1ac>-&gt;</div></div><img src="/assets/img/talk.71d1d2f3.svg" alt="Lenny Face" data-v-220ed1ac></div></div></div><div data-v-996dafb6></div></div><div id="footer" class="baseLayout" data-v-996dafb6 data-v-b5a9baaa><div data-v-996dafb6></div><div data-v-996dafb6><div class="site-footer" data-v-0a037a4b data-v-b5a9baaa><ul class="main-nav footer" data-v-35bc7266 data-v-0a037a4b><div class="primary fadeIn" data-v-35bc7266><li data-v-35bc7266><a href="https://design.tarkalabs.com/" target="_self" data-v-35bc7266>/Design</a></li><li data-v-35bc7266><a href="/develop" data-v-35bc7266>/Develop</a></li><li data-v-35bc7266><a href="/projects" data-v-35bc7266>/Projects</a></li><li data-v-35bc7266><a href="/careers" data-v-35bc7266>/Careers</a></li><li data-v-35bc7266><a href="/about" data-v-35bc7266>/About</a></li><li data-v-35bc7266><a href="/contact" data-v-35bc7266>/Contact</a></li></div></ul><div class="subnav" data-v-0a037a4b><ul class="sub body-jetbrains-size-11 footer fadeIn" data-v-1fd061a8 data-v-0a037a4b><li data-v-1fd061a8><a href="/train" data-v-1fd061a8>/train</a></li><li data-v-1fd061a8><a href="/talks" data-v-1fd061a8>/talks</a></li><li data-v-1fd061a8><a href="https://medium.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-1fd061a8>/blog</a></li></ul><div data-v-fae945d8 data-v-0a037a4b><a href="https://twitter.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-fae945d8>Twitter</a><a href="https://in.linkedin.com/company/tarka-labs" target="_blank" rel="noopener" class="external" data-v-fae945d8>LinkedIn</a></div><div class="sedin" data-v-0a037a4b><a href="https://sedintechnologies.com/" target="_blank" rel="noopener" class="external" data-v-0a037a4b>Tarka Labs is a division of Sedin Technologies</a></div></div></div></div><div data-v-996dafb6></div></div></div></div></div>
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-    <title>Welcome - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><meta data-vue-tag="ssr" property="og:image" content="https://tarkalabs.com/images/og_image_1200x627.png"><meta data-vue-tag="ssr" property="og:image:height" content="627"><meta data-vue-tag="ssr" property="og:image:width" content="1200"><meta data-vue-tag="ssr" property="og:title" content="Home · Tarka Labs · Software Consulting Company"><meta data-vue-tag="ssr" property="og:description" content="Tarka Labs is a software consulting company and collective dedicated to designing and building meaningful, high performance web and mobile applications."><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--startupfest2022-vue.8fa95362.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
+    <title>Welcome - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><meta data-vue-tag="ssr" property="og:image" content="https://tarkalabs.com/images/og_image_1200x627.png"><meta data-vue-tag="ssr" property="og:image:height" content="627"><meta data-vue-tag="ssr" property="og:image:width" content="1200"><meta data-vue-tag="ssr" property="og:title" content="Home · Tarka Labs · Software Consulting Company"><meta data-vue-tag="ssr" property="og:description" content="Tarka Labs is a software consulting company and collective dedicated to designing and building meaningful, high performance web and mobile applications."><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--pages--startupfest2022-vue.8fa95362.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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@@ -64,6 +64,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
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@@ -23,6 +23,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
   
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diff --git a/talks/index.html.br b/talks/index.html.br
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diff --git a/train/index.html b/train/index.html
index f01128d7..de452393 100644
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         <a href="/" class="noscript-logo">Tarka <br />_Labs</a>
@@ -26,6 +26,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
     Hire specialists to train your engineers in the timeless craft of software
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Fill&quot;,&quot;hd&quot;:false},{&quot;ty&quot;:&quot;tr&quot;,&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:2},&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:7},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;nm&quot;:&quot;Transform&quot;}],&quot;nm&quot;:&quot;n&quot;,&quot;np&quot;:3,&quot;cix&quot;:2,&quot;bm&quot;:0,&quot;ix&quot;:4,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;hd&quot;:false}],&quot;ip&quot;:0,&quot;op&quot;:243,&quot;st&quot;:0,&quot;bm&quot;:0}],&quot;markers&quot;:[]}" loop="loop" data-v-4396be19></lottie-player></div><div class="details" data-v-4396be19>Rewind the clock to foundational coding principles. This module covers effective software methodologies like the Testing Pyramid, CI/CD, and 12 Factor Apps.</div></div><div class="section" style="background-color:#06FFD5;" data-v-4396be19 data-v-3275bd0f><span data-v-4396be19><lottie-player src="{&quot;v&quot;:&quot;5.7.1&quot;,&quot;fr&quot;:60,&quot;ip&quot;:0,&quot;op&quot;:60,&quot;w&quot;:194,&quot;h&quot;:56,&quot;nm&quot;:&quot;train_unitelenny&quot;,&quot;ddd&quot;:0,&quot;assets&quot;:[],&quot;layers&quot;:[{&quot;ddd&quot;:0,&quot;ind&quot;:1,&quot;ty&quot;:4,&quot;nm&quot;:&quot;Shape Layer 2&quot;,&quot;td&quot;:1,&quot;sr&quot;:1,&quot;ks&quot;:{&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:11},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:10},&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[62,28,0],&quot;ix&quot;:2},&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[114,134.267,100],&quot;ix&quot;:6}},&quot;ao&quot;:0,&quot;shapes&quot;:[{&quot;ty&quot;:&quot;gr&quot;,&quot;it&quot;:[{&quot;ind&quot;:0,&quot;ty&quot;:&quot;sh&quot;,&quot;ix&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;i&quot;:[[0,0],[0,0],[0,-5.5],[0,0],[0,0],[0,6.125]],&quot;o&quot;:[[0,0],[0,0],[0,5.5],[0,0],[0,0],[0,-6.125]],&quot;v&quot;:[[26.375,-11.75],[-26.375,-11.625],[-29.875,0.25],[-26.25,11.125],[26.5,11.25],[30.125,-0.75]],&quot;c&quot;:true},&quot;ix&quot;:2},&quot;nm&quot;:&quot;Path 1&quot;,&quot;mn&quot;:&quot;ADBE Vector Shape - 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Group&quot;,&quot;hd&quot;:false},{&quot;ty&quot;:&quot;fl&quot;,&quot;c&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0,0,1],&quot;ix&quot;:4},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:5},&quot;r&quot;:1,&quot;bm&quot;:0,&quot;nm&quot;:&quot;Fill 1&quot;,&quot;mn&quot;:&quot;ADBE Vector Graphic - Fill&quot;,&quot;hd&quot;:false},{&quot;ty&quot;:&quot;tr&quot;,&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:2},&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:7},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;nm&quot;:&quot;Transform&quot;}],&quot;nm&quot;:&quot;U&quot;,&quot;np&quot;:3,&quot;cix&quot;:2,&quot;bm&quot;:0,&quot;ix&quot;:1,&quot;mn&quot;:&quot;ADBE Vector Group&quot;,&quot;hd&quot;:false}],&quot;ip&quot;:0,&quot;op&quot;:240,&quot;st&quot;:0,&quot;bm&quot;:0}],&quot;markers&quot;:[]}" loop="loop" data-v-4396be19></lottie-player></div><div class="details" data-v-4396be19>Infuse agile processes to facilitate teamwork and problem solving. This module will focus on driving iteration meetings, retrospectives, huddles, spikes and code reviews.</div></div><div class="section" style="background-color:#06E5FF;" data-v-4396be19 data-v-3275bd0f><span data-v-4396be19><lottie-player src="{&quot;v&quot;:&quot;5.7.1&quot;,&quot;fr&quot;:60,&quot;ip&quot;:0,&quot;op&quot;:120,&quot;w&quot;:100,&quot;h&quot;:56,&quot;nm&quot;:&quot;train_skilllenny&quot;,&quot;ddd&quot;:0,&quot;assets&quot;:[],&quot;layers&quot;:[{&quot;ddd&quot;:0,&quot;ind&quot;:1,&quot;ty&quot;:4,&quot;nm&quot;:&quot;face glasses Outlines 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2&quot;,&quot;sr&quot;:1,&quot;ks&quot;:{&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:11},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:10},&quot;p&quot;:{&quot;s&quot;:true,&quot;x&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;i&quot;:{&quot;x&quot;:[0.988],&quot;y&quot;:[1]},&quot;o&quot;:{&quot;x&quot;:[0.012],&quot;y&quot;:[0]},&quot;t&quot;:41,&quot;s&quot;:[47.032]},{&quot;t&quot;:89.5,&quot;s&quot;:[47.032]}],&quot;ix&quot;:3},&quot;y&quot;:{&quot;a&quot;:1,&quot;k&quot;:[{&quot;i&quot;:{&quot;x&quot;:[0.788],&quot;y&quot;:[1.248]},&quot;o&quot;:{&quot;x&quot;:[0.333],&quot;y&quot;:[0]},&quot;t&quot;:41,&quot;s&quot;:[17.069]},{&quot;t&quot;:97.5,&quot;s&quot;:[40.069]}],&quot;ix&quot;:4}},&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[43.167,15.667,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[115,115,100],&quot;ix&quot;:6}},&quot;ao&quot;:0,&quot;shapes&quot;:[{&quot;ty&quot;:&quot;gr&quot;,&quot;it&quot;:[{&quot;ind&quot;:0,&quot;ty&quot;:&quot;sh&quot;,&quot;ix&quot;:1,&quot;ks&quot;:{&quot;a&quot;:0,&quot;k&quot;:{&quot;i&quot;:[[0,0],[0,0],[0,0],[0,0],[-0.028,-1.293],[0.476,0]],&quot;o&quot;:[[0,0],[0,0],[0,0],[0,0],[-1.056,0],[0,0]],&quot;v&quot;:[[-5.477,-3.458],[5.477,-3.458],[5.477,-1.555],[-3.572,-1.555],[-3.566,3.458],[-5.477,3.447]],&quot;c&quot;:true},&quot;ix&quot;:2},&quot;nm&quot;:&quot;Path 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Fill&quot;,&quot;hd&quot;:false},{&quot;ty&quot;:&quot;tr&quot;,&quot;p&quot;:{&quot;a&quot;:0,&quot;k&quot;:[66.131,6.832],&quot;ix&quot;:2},&quot;a&quot;:{&quot;a&quot;:0,&quot;k&quot;:[0,0],&quot;ix&quot;:1},&quot;s&quot;:{&quot;a&quot;:0,&quot;k&quot;:[100,100],&quot;ix&quot;:3},&quot;r&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:6},&quot;o&quot;:{&quot;a&quot;:0,&quot;k&quot;:100,&quot;ix&quot;:7},&quot;sk&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:4},&quot;sa&quot;:{&quot;a&quot;:0,&quot;k&quot;:0,&quot;ix&quot;:5},&quot;nm&quot;:&quot;Transform&quot;}],&quot;nm&quot;:&quot;Group 2&quot;,&quot;np&quot;:4,&quot;cix&quot;:2,&quot;bm&quot;:0,&quot;ix&quot;:2,&quot;mn&quot;:&quot;ADBE Vector 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     <noscript>
       <div class="noscript-container">
         <a href="/" class="noscript-logo">Tarka <br />_Labs</a>
@@ -204,6 +204,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
     </a><a href="https://github.com/tarkalabs/tarka-ui-kit-flutter" target="_blank" class="platform-card" data-v-4d4e7672>
       Flutter
     </a></div></div></div></div><div data-v-996dafb6></div></div><div id="footer" class="baseLayout" data-v-996dafb6 data-v-b5a9baaa><div data-v-996dafb6></div><div data-v-996dafb6><div class="site-footer" data-v-0a037a4b data-v-b5a9baaa><ul class="main-nav footer" data-v-35bc7266 data-v-0a037a4b><div class="primary fadeIn" data-v-35bc7266><li data-v-35bc7266><a href="https://design.tarkalabs.com/" target="_self" data-v-35bc7266>/Design</a></li><li data-v-35bc7266><a href="/develop" data-v-35bc7266>/Develop</a></li><li data-v-35bc7266><a href="/projects" data-v-35bc7266>/Projects</a></li><li data-v-35bc7266><a href="/careers" data-v-35bc7266>/Careers</a></li><li data-v-35bc7266><a href="/about" data-v-35bc7266>/About</a></li><li data-v-35bc7266><a href="/contact" data-v-35bc7266>/Contact</a></li></div></ul><div class="subnav" data-v-0a037a4b><ul class="sub body-jetbrains-size-11 footer fadeIn" data-v-1fd061a8 data-v-0a037a4b><li data-v-1fd061a8><a href="/train" data-v-1fd061a8>/train</a></li><li data-v-1fd061a8><a href="/talks" data-v-1fd061a8>/talks</a></li><li data-v-1fd061a8><a href="https://medium.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-1fd061a8>/blog</a></li></ul><div data-v-fae945d8 data-v-0a037a4b><a href="https://twitter.com/tarkalabs" target="_blank" rel="noopener" class="external" data-v-fae945d8>Twitter</a><a href="https://in.linkedin.com/company/tarka-labs" target="_blank" rel="noopener" class="external" data-v-fae945d8>LinkedIn</a></div><div class="sedin" data-v-0a037a4b><a href="https://sedintechnologies.com/" target="_blank" rel="noopener" class="external" data-v-0a037a4b>Tarka Labs is a division of Sedin Technologies</a></div></div></div></div><div data-v-996dafb6></div></div></div></div></div>
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@@ -51,6 +51,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"fb47d30b76b2fdf42b86415be94991ab","title":"Abridge","clientId":8,"bannerText":"Bridging the doctor-patient gap with real-time transcripts.","tech":"ios, android, react native, swift, kotlin","content":"\u003Ch1 id=\"the-brief\"\u003E\u003Ca href=\"#the-brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe Brief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"a-better-way-to-revisit-doctor-consultations\"\u003E\u003Ca href=\"#a-better-way-to-revisit-doctor-consultations\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EA better way to revisit doctor consultations.\u003C\u002Fh2\u003E\n\u003Cp\u003EAbridge is an app that helps patients better understand and manage their health. Built for both iOS and Android, Abridge securely records conversations between users and their medical providers, provides audio recordings and transcripts, and delivers intelligent insights on key medical terms and takeaways.\u003C\u002Fp\u003E\n\u003Cp\u003EThe team at Abridge approached us to augment their internal tech team, accelerate their product roadmap, and leverage our deep experience with native development.\u003C\u002Fp\u003E\n\u003Ch1 id=\"the-vision\"\u003E\u003Ca href=\"#the-vision\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe Vision\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-abridge-empowers-patients-with-insights\"\u003E\u003Ca href=\"#how-abridge-empowers-patients-with-insights\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow Abridge empowers patients with insights.\u003C\u002Fh2\u003E\n\u003Cp\u003EComplex medical jargon is hard to follow, and gets in the way of doctor-patient conversations. Patients are split between listening to the doctor and taking vital notes in parallel.\u003C\u002Fp\u003E\n\u003Cp\u003EIn a high-pressure clinic environment, it’s easy to miss the minor details - information that can be crucial to a patient’s well-being and overall treatment plan.\u003C\u002Fp\u003E\n\u003Cp\u003EAbridge bridges this gap by recording interactions both at the doctor’s and over the phone.\u003C\u002Fp\u003E\n\u003Cp\u003EWith audio, Abridge accurately highlights key medical terms, including symptoms, conditions, medication and procedures so that users can revisit their conversations with the doctor, understand their data better and stay on the same page.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh1\u003E\n\u003Ch2 id=\"the-problem-with-audio-processing\"\u003E\u003Ca href=\"#the-problem-with-audio-processing\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe problem with audio processing\u003C\u002Fh2\u003E\n\u003Cp\u003EThe Abridge project was a unique technical challenge primarily because recording and encoding data in both iOS and Android was a complex process with poorly documented relevant APIs.\u003C\u002Fp\u003E\n\u003Cp\u003EOur team also anticipated potential issues with handling multiple edge cases while streaming the audio to the server.\u003C\u002Fp\u003E\n\u003Cp\u003EThe Abridge app was built on React Native, which lacked straightforward solutions for audio recording and encoding. This created a need to bridge the framework to SDKs to support the feature.\u003C\u002Fp\u003E\n\u003Cp\u003EThe app also had to run advanced audio processing while streaming a recording to the server, which was an added challenge since it involved seamlessly executing multiple functions like compression and integration with web sockets.\u003C\u002Fp\u003E\n\u003Ch1 id=\"research--findings\"\u003E\u003Ca href=\"#research--findings\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EResearch &#x26; Findings\u003C\u002Fh1\u003E\n\u003Ch2 id=\"a-window-to-our-analysis-and-approach\"\u003E\u003Ca href=\"#a-window-to-our-analysis-and-approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EA window to our analysis and approach\u003C\u002Fh2\u003E\n\u003Cp\u003EOur experts exhaustively researched the latest design patterns and best practices on React Native to ensure that the app was up-to-date with the latest technologies.\u003C\u002Fp\u003E\n\u003Cp\u003EThe initial research was focused on diving into old developer documentation and sample code, especially while writing the new native module for audio functions.\u003C\u002Fp\u003E\n\u003Cp\u003EWe also studied the libflac library (written in C) in detail to implement it in Java.\u003C\u002Fp\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-we-engineered-advanced-audio-processing-capabilities-of-the-application\"\u003E\u003Ca href=\"#how-we-engineered-advanced-audio-processing-capabilities-of-the-application\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow we engineered advanced audio processing capabilities of the application\u003C\u002Fh2\u003E\n\u003Ch3 id=\"app-release--launch\"\u003E\u003Ca href=\"#app-release--launch\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EApp Release &#x26; Launch\u003C\u002Fh3\u003E\n\u003Cp\u003EAs consultants, we handled the complete app launch for iOS including setting up the Apple Developer Account, internal testing using TestFlight, creating the App Store listing and submitting the final app version for review.\u003C\u002Fp\u003E\n\u003Cp\u003EWe were also involved in crafting parts of the app user interface (UI) using React Native, including an ongoing v2 redesign of the complete product.\u003C\u002Fp\u003E\n\u003Ch3 id=\"built-robust-recording-capabilities\"\u003E\u003Ca href=\"#built-robust-recording-capabilities\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilt Robust Recording Capabilities\u003C\u002Fh3\u003E\n\u003Cp\u003ETo improve the user experience, we engineered the native recording libraries to effectively handle interruptions like phone calls while recording, both on iOS and Android.\u003C\u002Fp\u003E\n\u003Ch3 id=\"real-time-audio-streaming\"\u003E\u003Ca href=\"#real-time-audio-streaming\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EReal-time Audio Streaming\u003C\u002Fh3\u003E\n\u003Cp\u003EIn the initial version of the app, the audio was uploaded to the server at the end of the recording. Abridge decided to add value to their users by providing key insights and transcripts in real-time, by enabling dynamic streaming and processing.\u003C\u002Fp\u003E\n\u003Cp\u003EOur team built native modules from scratch for both iOS and Android to leverage the advanced audio processing capabilities on each platform (AVAudioEngine on iOS, and FlacEncoder\u002FMediaCodecs on Android).\u003C\u002Fp\u003E\n\u003Ch3 id=\"bug-fixes\"\u003E\u003Ca href=\"#bug-fixes\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBug Fixes\u003C\u002Fh3\u003E\n\u003Cp\u003EAs the primary engineering stakeholders, we help Abridge with bug fixes and maintenance.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"fb47d30b76b2fdf42b86415be94991ab","title":"Abridge","clientId":8,"bannerText":"Bridging the doctor-patient gap with real-time transcripts.","tech":"ios, android, react native, swift, kotlin","content":"\u003Ch1 id=\"the-brief\"\u003E\u003Ca href=\"#the-brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe Brief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"a-better-way-to-revisit-doctor-consultations\"\u003E\u003Ca href=\"#a-better-way-to-revisit-doctor-consultations\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EA better way to revisit doctor consultations.\u003C\u002Fh2\u003E\n\u003Cp\u003EAbridge is an app that helps patients better understand and manage their health. Built for both iOS and Android, Abridge securely records conversations between users and their medical providers, provides audio recordings and transcripts, and delivers intelligent insights on key medical terms and takeaways.\u003C\u002Fp\u003E\n\u003Cp\u003EThe team at Abridge approached us to augment their internal tech team, accelerate their product roadmap, and leverage our deep experience with native development.\u003C\u002Fp\u003E\n\u003Ch1 id=\"the-vision\"\u003E\u003Ca href=\"#the-vision\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe Vision\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-abridge-empowers-patients-with-insights\"\u003E\u003Ca href=\"#how-abridge-empowers-patients-with-insights\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow Abridge empowers patients with insights.\u003C\u002Fh2\u003E\n\u003Cp\u003EComplex medical jargon is hard to follow, and gets in the way of doctor-patient conversations. Patients are split between listening to the doctor and taking vital notes in parallel.\u003C\u002Fp\u003E\n\u003Cp\u003EIn a high-pressure clinic environment, it’s easy to miss the minor details - information that can be crucial to a patient’s well-being and overall treatment plan.\u003C\u002Fp\u003E\n\u003Cp\u003EAbridge bridges this gap by recording interactions both at the doctor’s and over the phone.\u003C\u002Fp\u003E\n\u003Cp\u003EWith audio, Abridge accurately highlights key medical terms, including symptoms, conditions, medication and procedures so that users can revisit their conversations with the doctor, understand their data better and stay on the same page.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh1\u003E\n\u003Ch2 id=\"the-problem-with-audio-processing\"\u003E\u003Ca href=\"#the-problem-with-audio-processing\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe problem with audio processing\u003C\u002Fh2\u003E\n\u003Cp\u003EThe Abridge project was a unique technical challenge primarily because recording and encoding data in both iOS and Android was a complex process with poorly documented relevant APIs.\u003C\u002Fp\u003E\n\u003Cp\u003EOur team also anticipated potential issues with handling multiple edge cases while streaming the audio to the server.\u003C\u002Fp\u003E\n\u003Cp\u003EThe Abridge app was built on React Native, which lacked straightforward solutions for audio recording and encoding. This created a need to bridge the framework to SDKs to support the feature.\u003C\u002Fp\u003E\n\u003Cp\u003EThe app also had to run advanced audio processing while streaming a recording to the server, which was an added challenge since it involved seamlessly executing multiple functions like compression and integration with web sockets.\u003C\u002Fp\u003E\n\u003Ch1 id=\"research--findings\"\u003E\u003Ca href=\"#research--findings\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EResearch &#x26; Findings\u003C\u002Fh1\u003E\n\u003Ch2 id=\"a-window-to-our-analysis-and-approach\"\u003E\u003Ca href=\"#a-window-to-our-analysis-and-approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EA window to our analysis and approach\u003C\u002Fh2\u003E\n\u003Cp\u003EOur experts exhaustively researched the latest design patterns and best practices on React Native to ensure that the app was up-to-date with the latest technologies.\u003C\u002Fp\u003E\n\u003Cp\u003EThe initial research was focused on diving into old developer documentation and sample code, especially while writing the new native module for audio functions.\u003C\u002Fp\u003E\n\u003Cp\u003EWe also studied the libflac library (written in C) in detail to implement it in Java.\u003C\u002Fp\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-we-engineered-advanced-audio-processing-capabilities-of-the-application\"\u003E\u003Ca href=\"#how-we-engineered-advanced-audio-processing-capabilities-of-the-application\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow we engineered advanced audio processing capabilities of the application\u003C\u002Fh2\u003E\n\u003Ch3 id=\"app-release--launch\"\u003E\u003Ca href=\"#app-release--launch\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EApp Release &#x26; Launch\u003C\u002Fh3\u003E\n\u003Cp\u003EAs consultants, we handled the complete app launch for iOS including setting up the Apple Developer Account, internal testing using TestFlight, creating the App Store listing and submitting the final app version for review.\u003C\u002Fp\u003E\n\u003Cp\u003EWe were also involved in crafting parts of the app user interface (UI) using React Native, including an ongoing v2 redesign of the complete product.\u003C\u002Fp\u003E\n\u003Ch3 id=\"built-robust-recording-capabilities\"\u003E\u003Ca href=\"#built-robust-recording-capabilities\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilt Robust Recording Capabilities\u003C\u002Fh3\u003E\n\u003Cp\u003ETo improve the user experience, we engineered the native recording libraries to effectively handle interruptions like phone calls while recording, both on iOS and Android.\u003C\u002Fp\u003E\n\u003Ch3 id=\"real-time-audio-streaming\"\u003E\u003Ca href=\"#real-time-audio-streaming\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EReal-time Audio Streaming\u003C\u002Fh3\u003E\n\u003Cp\u003EIn the initial version of the app, the audio was uploaded to the server at the end of the recording. Abridge decided to add value to their users by providing key insights and transcripts in real-time, by enabling dynamic streaming and processing.\u003C\u002Fp\u003E\n\u003Cp\u003EOur team built native modules from scratch for both iOS and Android to leverage the advanced audio processing capabilities on each platform (AVAudioEngine on iOS, and FlacEncoder\u002FMediaCodecs on Android).\u003C\u002Fp\u003E\n\u003Ch3 id=\"bug-fixes\"\u003E\u003Ca href=\"#bug-fixes\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBug Fixes\u003C\u002Fh3\u003E\n\u003Cp\u003EAs the primary engineering stakeholders, we help Abridge with bug fixes and maintenance.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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diff --git a/works/aisle/index.html b/works/aisle/index.html
index 14fa7a42..de5d70fa 100644
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-    <title>Aisle - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--case-study-vue.d957455f.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
+    <title>Aisle - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--case-study-vue.d957455f.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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       <div class="noscript-container">
         <a href="/" class="noscript-logo">Tarka <br />_Labs</a>
@@ -48,6 +48,6 @@ <h1 id="outcome"><a href="#outcome" aria-hidden="true"><span class="icon icon-li
     /
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"387450c8ec603a6e90892682e94e8466","title":"Caratlane","clientId":2,"bannerText":"Streamlining customer checkout with a Single Page Application (SPA) built on Mithril.","tech":"ruby,rails,clojure,html,javascript,css,docker,oracle,jenkins","content":"\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"frictionless-checkout-can-make-or-break-an-online-store\"\u003E\u003Ca href=\"#frictionless-checkout-can-make-or-break-an-online-store\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EFrictionless checkout can make or break an online store.\u003C\u002Fh2\u003E\n\u003Cp\u003ECaratlane is one of India’s biggest omni-channel jewellery retailers, spread over 36 cities in India with more than 92 stores in its network.\u003C\u002Fp\u003E\n\u003Cp\u003ERanked by Dataquest, JuxtConsult and SapientNitro as \u003Ca href=\"https:\u002F\u002Fwww.caratlane.com\u002Fblog\u002Fwe-are-in-dataquests-20-hottest-indian-e-commerce-start-ups\u002F\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eone of best e-commerce stores\u003C\u002Fa\u003E in India during the digital boom in 2011, Caratlane has pioneered mindful and usable design for almost a decade - and it was in this same quest that our paths crossed.\u003C\u002Fp\u003E\n\u003Cp\u003ECaratlane wanted to streamline and optimize their checkout flow, but that wasn’t the only challenge. The team wanted to build a composable checkout system as a proof of concept, so that they could deploy similar approaches for functions across the store.\u003C\u002Fp\u003E\n\u003Cp\u003EOur challenge was to imagine and implement the checkout module as a Single Page Application (SPA) for Caratlane, with a composable structure.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenge\"\u003E\u003Ca href=\"#challenge\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenge\u003C\u002Fh1\u003E\n\u003Ch2 id=\"modernizing-checkout-elements-and-interactions\"\u003E\u003Ca href=\"#modernizing-checkout-elements-and-interactions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EModernizing checkout elements and interactions.\u003C\u002Fh2\u003E\n\u003Cp\u003ECaratlane was facing attenuation in their checkout conversion rate, with unexplained drop offs during the transaction cycle. This was something we wanted to deep dive into, in an effort to explore and find potential solutions.\u003C\u002Fp\u003E\n\u003Cp\u003EOperating at the cutting-edge of usability was also extremely important for us, so we set out to modernize as many elements and interactions as possible for improved UX.\u003C\u002Fp\u003E\n\u003Cp\u003EOur primary challenge was to build progressive changes and systems on their existing codebase, especially since the back-end wasn’t designed to allow RESTful authentication endpoints that our SPA needed.\u003C\u002Fp\u003E\n\u003Cp\u003EDuring our research, we noticed the absence of a robust Unit Test Framework and Continuous Integration (CI) Systems, both of which we implemented during the course of our engagement.\u003C\u002Fp\u003E\n\u003Cp\u003EFor the CI pipeline, we set up a Jenkins environment with Blue Ocean integrated. For unit testing, we set up the Jest framework.\u003C\u002Fp\u003E\n\u003Cdiv class=\"testimonial-placeholder\" data-id=\"1\"\u003E\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"solution\"\u003E\u003Ca href=\"#solution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolution\u003C\u002Fh1\u003E\n\u003Ch2 id=\"redefining-the-e-commerce-checkout-experience\"\u003E\u003Ca href=\"#redefining-the-e-commerce-checkout-experience\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ERedefining the e-commerce checkout experience.\u003C\u002Fh2\u003E\n\u003Cp\u003EHere’s what we handled for Caratlane.\u003C\u002Fp\u003E\n\u003Ch3 id=\"an-intuitive-and-simplified-checkout-module\"\u003E\u003Ca href=\"#an-intuitive-and-simplified-checkout-module\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAn intuitive and simplified checkout module\u003C\u002Fh3\u003E\n\u003Cp\u003EDuring our engagement, we built a separate backend module powered by Mithril to extract the auth token, so that it could be exposed as a REST endpoint for other front end components.\u003C\u002Fp\u003E\n\u003Cp\u003EThis improved the performance and efficiency of the checkout functionality, making it incredibly user-friendly, and paving the way for similar modules to be built for other aspects of the store.\u003C\u002Fp\u003E\n\u003Cp\u003EOur checkout module was also built for enhanced usability, with added responsiveness across multiple screens and devices for a uniform experience.\u003C\u002Fp\u003E\n\u003Ch3 id=\"unit-testing-for-improved-results\"\u003E\u003Ca href=\"#unit-testing-for-improved-results\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUnit testing for improved results\u003C\u002Fh3\u003E\n\u003Cp\u003EOur Jest unit tests were designed to test the newly created UI 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+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"387450c8ec603a6e90892682e94e8466","title":"Caratlane","clientId":2,"bannerText":"Streamlining customer checkout with a Single Page Application (SPA) built on Mithril.","tech":"ruby,rails,clojure,html,javascript,css,docker,oracle,jenkins","content":"\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"frictionless-checkout-can-make-or-break-an-online-store\"\u003E\u003Ca href=\"#frictionless-checkout-can-make-or-break-an-online-store\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EFrictionless checkout can make or break an online store.\u003C\u002Fh2\u003E\n\u003Cp\u003ECaratlane is one of India’s biggest omni-channel jewellery retailers, spread over 36 cities in India with more than 92 stores in its network.\u003C\u002Fp\u003E\n\u003Cp\u003ERanked by Dataquest, JuxtConsult and SapientNitro as \u003Ca href=\"https:\u002F\u002Fwww.caratlane.com\u002Fblog\u002Fwe-are-in-dataquests-20-hottest-indian-e-commerce-start-ups\u002F\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eone of best e-commerce stores\u003C\u002Fa\u003E in India during the digital boom in 2011, Caratlane has pioneered mindful and usable design for almost a decade - and it was in this same quest that our paths crossed.\u003C\u002Fp\u003E\n\u003Cp\u003ECaratlane wanted to streamline and optimize their checkout flow, but that wasn’t the only challenge. The team wanted to build a composable checkout system as a proof of concept, so that they could deploy similar approaches for functions across the store.\u003C\u002Fp\u003E\n\u003Cp\u003EOur challenge was to imagine and implement the checkout module as a Single Page Application (SPA) for Caratlane, with a composable structure.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenge\"\u003E\u003Ca href=\"#challenge\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenge\u003C\u002Fh1\u003E\n\u003Ch2 id=\"modernizing-checkout-elements-and-interactions\"\u003E\u003Ca href=\"#modernizing-checkout-elements-and-interactions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EModernizing checkout elements and interactions.\u003C\u002Fh2\u003E\n\u003Cp\u003ECaratlane was facing attenuation in their checkout conversion rate, with unexplained drop offs during the transaction cycle. This was something we wanted to deep dive into, in an effort to explore and find potential solutions.\u003C\u002Fp\u003E\n\u003Cp\u003EOperating at the cutting-edge of usability was also extremely important for us, so we set out to modernize as many elements and interactions as possible for improved UX.\u003C\u002Fp\u003E\n\u003Cp\u003EOur primary challenge was to build progressive changes and systems on their existing codebase, especially since the back-end wasn’t designed to allow RESTful authentication endpoints that our SPA needed.\u003C\u002Fp\u003E\n\u003Cp\u003EDuring our research, we noticed the absence of a robust Unit Test Framework and Continuous Integration (CI) Systems, both of which we implemented during the course of our engagement.\u003C\u002Fp\u003E\n\u003Cp\u003EFor the CI pipeline, we set up a Jenkins environment with Blue Ocean integrated. For unit testing, we set up the Jest framework.\u003C\u002Fp\u003E\n\u003Cdiv class=\"testimonial-placeholder\" data-id=\"1\"\u003E\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"solution\"\u003E\u003Ca href=\"#solution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolution\u003C\u002Fh1\u003E\n\u003Ch2 id=\"redefining-the-e-commerce-checkout-experience\"\u003E\u003Ca href=\"#redefining-the-e-commerce-checkout-experience\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ERedefining the e-commerce checkout experience.\u003C\u002Fh2\u003E\n\u003Cp\u003EHere’s what we handled for Caratlane.\u003C\u002Fp\u003E\n\u003Ch3 id=\"an-intuitive-and-simplified-checkout-module\"\u003E\u003Ca href=\"#an-intuitive-and-simplified-checkout-module\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAn intuitive and simplified checkout module\u003C\u002Fh3\u003E\n\u003Cp\u003EDuring our engagement, we built a separate backend module powered by Mithril to extract the auth token, so that it could be exposed as a REST endpoint for other front end components.\u003C\u002Fp\u003E\n\u003Cp\u003EThis improved the performance and efficiency of the checkout functionality, making it incredibly user-friendly, and paving the way for similar modules to be built for other aspects of the store.\u003C\u002Fp\u003E\n\u003Cp\u003EOur checkout module was also built for enhanced usability, with added responsiveness across multiple screens and devices for a uniform experience.\u003C\u002Fp\u003E\n\u003Ch3 id=\"unit-testing-for-improved-results\"\u003E\u003Ca href=\"#unit-testing-for-improved-results\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUnit testing for improved results\u003C\u002Fh3\u003E\n\u003Cp\u003EOur Jest unit tests were designed to test the newly created UI components and elements, so that they could be refined over time.\u003C\u002Fp\u003E\n\u003Ch1 id=\"outcome\"\u003E\u003Ca href=\"#outcome\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOutcome\u003C\u002Fh1\u003E\n\u003Cp\u003EThe Caratlane product team was incredibly happy with the speed of our checkout system and the instant rendering of page components, marking yet another milestone in our long journey with them.\u003C\u002Fp\u003E\n\u003Cp\u003ETheir tech team quickly adopted our Continuous Integration system, and started setting up their projects in Jenkins.\u003C\u002Fp\u003E\n\u003Cp\u003EAfter our tryst with Caratlane, unit testing became a core part of their development and product release 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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"6de464e82dadce930db3d65561605917","title":"cls","clientId":6,"bannerText":"How do you bring enterprise labelling into the collaborative age?","tech":"nodejs,angularjs,mongodb,elastic,express,redis,cups,istio,docker,npm,fastify","content":"\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"we-joined-gaea-on-their-mission-to-reimagine-enterprise-labelling\"\u003E\u003Ca href=\"#we-joined-gaea-on-their-mission-to-reimagine-enterprise-labelling\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWe joined Gaea on their mission to reimagine enterprise labelling.\u003C\u002Fh2\u003E\n\u003Cp\u003EGaea, a global pioneer in inventory and warehouse management and supply chain execution, approached us with a unique problem.\u003C\u002Fp\u003E\n\u003Cp\u003EHow do you create a collaborative labelling system that redefines enterprise labelling, and keeps manufacturers, buyers, suppliers and customers on the same page?\u003C\u002Fp\u003E\n\u003Cp\u003ECloud Label Service was the solution.\u003C\u002Fp\u003E\n\u003Cp\u003EThe team at Gaea had envisioned an innovative, centralized and flexible supply chain labelling system, and we were tasked with the interesting challenge of building this complete system.\u003C\u002Fp\u003E\n\u003Ch1 id=\"the-problem\"\u003E\u003Ca href=\"#the-problem\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe Problem\u003C\u002Fh1\u003E\n\u003Ch2 id=\"incorrect-labelling-impacts-businesses-across-the-world\"\u003E\u003Ca href=\"#incorrect-labelling-impacts-businesses-across-the-world\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIncorrect labelling impacts businesses across the world.\u003C\u002Fh2\u003E\n\u003Cp\u003EEnterprise labelling is the lifeline of every supply chain.\u003C\u002Fp\u003E\n\u003Cp\u003EIn a highly intricate logistics network with multiple stakeholders and outsourcing units, the lack of standardization in labelling can be expensive and damaging. Incorrect labelling is one of the primary reasons behind:\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003EExpensive product recalls\u003C\u002Fli\u003E\n\u003Cli\u003EIndustry regulation violations\u003C\u002Fli\u003E\n\u003Cli\u003EProduct liability claims\u003C\u002Fli\u003E\n\u003Cli\u003ECustomer distrust\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Cp\u003EThis particularly impacts low-margin retail supply chains. It also affects customer loyalty, triggering complications with reverse logistics.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh1\u003E\n\u003Ch2 id=\"the-need-for-innovation-in-label-printing\"\u003E\u003Ca href=\"#the-need-for-innovation-in-label-printing\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe need for innovation in label printing.\u003C\u002Fh2\u003E\n\u003Cp\u003EAfter a deep-dive, we quickly realized the gaps in the current system.\u003C\u002Fp\u003E\n\u003Ch3 id=\"lack-of-quality-control\"\u003E\u003Ca href=\"#lack-of-quality-control\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELack Of Quality Control\u003C\u002Fh3\u003E\n\u003Cp\u003EEnterprise labelling was disconnected, with too many touchpoints for label distribution across the supply chain and no central quality control systems.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Fcls\u002Fcloudlabel_before.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"expensive--disparate-processes\"\u003E\u003Ca href=\"#expensive--disparate-processes\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EExpensive &#x26; Disparate Processes\u003C\u002Fh3\u003E\n\u003Cp\u003ECompanies followed different labelling systems, with their own disparate infrastructure and with limited supplier communication or collaboration.\u003C\u002Fp\u003E\n\u003Ch3 id=\"singular-focus-on-label-creation\"\u003E\u003Ca href=\"#singular-focus-on-label-creation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESingular Focus On Label Creation\u003C\u002Fh3\u003E\n\u003Cp\u003Elabelling tools built before CLS were created to prioritize authoring and design rather than complex, rule-driven label generation.\u003C\u002Fp\u003E\n\u003Ch3 id=\"uninspired-digital-solutions\"\u003E\u003Ca href=\"#uninspired-digital-solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUninspired Digital Solutions\u003C\u002Fh3\u003E\n\u003Cp\u003EThere were no strong digital solutions that could integrate SCM, cloud and on-premise applications to improve efficiency.\u003C\u002Fp\u003E\n\u003Ch1 id=\"research\"\u003E\u003Ca href=\"#research\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EResearch\u003C\u002Fh1\u003E\n\u003Ch2 id=\"our-vision-for-a-collaborative-cloud-interface\"\u003E\u003Ca href=\"#our-vision-for-a-collaborative-cloud-interface\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOur vision for a collaborative cloud interface.\u003C\u002Fh2\u003E\n\u003Cp\u003EAfter robust research and feedback from multiple internal teams, we focused on a strong rules engine that could support complex computations and dynamic requirements based on the brand, division, and product line.\u003C\u002Fp\u003E\n\u003Cp\u003EWe also outlined some additional features.\u003C\u002Fp\u003E\n\u003Ch3 id=\"a-need-for-collaboration\"\u003E\u003Ca href=\"#a-need-for-collaboration\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EA Need For Collaboration\u003C\u002Fh3\u003E\n\u003Cp\u003EGaea needed a collaborative platform used by multiple enterprise divisions, third-party suppliers and external stakeholders for greater operational efficiency.\u003C\u002Fp\u003E\n\u003Ch3 id=\"deep-personalization--detailing\"\u003E\u003Ca href=\"#deep-personalization--detailing\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDeep Personalization &#x26; Detailing\u003C\u002Fh3\u003E\n\u003Cp\u003EBarcode and labelling standards vary across companies, and the system had to accommodate complex computations based on the brand and product line.\u003C\u002Fp\u003E\n\u003Ch3 id=\"assured-data-security--privacy\"\u003E\u003Ca href=\"#assured-data-security--privacy\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAssured Data Security &#x26; Privacy\u003C\u002Fh3\u003E\n\u003Cp\u003ESince users could directly create and print labels, stringent data security measures had to be deployed in line with the expectations of multinational companies.\u003C\u002Fp\u003E\n\u003Ch3 id=\"integrations--web-service-mapping\"\u003E\u003Ca href=\"#integrations--web-service-mapping\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIntegrations &#x26; Web Service Mapping\u003C\u002Fh3\u003E\n\u003Cp\u003ECLS had to seamlessly integrate with leading SCM systems and cloud systems for improved label lifecycle management.\u003C\u002Fp\u003E\n\u003Ch3 id=\"tackling-process-complexity\"\u003E\u003Ca href=\"#tackling-process-complexity\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETackling Process Complexity\u003C\u002Fh3\u003E\n\u003Cp\u003ECLS had to support diverse processes, driven by varying customer behaviour. Some customers enter their data manually, while others need auto-population.\u003C\u002Fp\u003E\n\u003Ch3 id=\"out-of-the-box-templates\"\u003E\u003Ca href=\"#out-of-the-box-templates\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOut-Of-The-Box Templates\u003C\u002Fh3\u003E\n\u003Cp\u003EUsable templates with core fields like product details, receipt, reverse logistics, pick ticket, and license plate numbers (LPNs) were needed to save time.\u003C\u002Fp\u003E\n\u003Cdiv class=\"testimonial-placeholder\" data-id=\"5\"\u003E\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-we-infused-innovation-into-enterprise-labelling\"\u003E\u003Ca href=\"#how-we-infused-innovation-into-enterprise-labelling\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow we infused innovation into enterprise labelling.\u003C\u002Fh2\u003E\n\u003Cp\u003ETogether with Gaea, we built \u003Cstrong\u003ECloud Label Service\u003C\u002Fstrong\u003E to bring enterprise labelling into the collaborative age.\u003C\u002Fp\u003E\n\u003Cp\u003EDesigned for cross-enterprise collaboration and functionality, CLS democratizes label template creation, management, and automation.\u003C\u002Fp\u003E\n\u003Cp\u003ECLS integrates with leading SCM systems, external data sources and third party tools like Zebra Designer while supporting both cloud-driven and on-prem label printing, for a pan-industrial solution that is secure, robust and uniquely rule-driven.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Fcls\u002Fcloudlabel_solution.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Cp\u003ECloud Label Service allows:\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003ESimplified label template management\u003C\u002Fli\u003E\n\u003Cli\u003ESimplified upload, sharing with stakeholders and printing\u003C\u002Fli\u003E\n\u003Cli\u003EWeb service mapping and integration with key SCM systems\u003C\u002Fli\u003E\n\u003Cli\u003EAutomated rules-driven label generation\u003C\u002Fli\u003E\n\u003Cli\u003EAutomated reverse logistics &#x26; RMA flow for simplifying product returns\u003C\u002Fli\u003E\n\u003Cli\u003ESimplified carrier integration with UPS and FedEx (and others)\u003C\u002Fli\u003E\n\u003Cli\u003ESerialization support and integrated field mapping utility\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Cp\u003EDuring the project lifecycle, we developed some key functionalities:\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003ECreating Strong User Personas\u003C\u002Fli\u003E\n\u003Cli\u003EBuilding A Robust Rules Engine\u003C\u002Fli\u003E\n\u003Cli\u003ECreating A Print Queue System\u003C\u002Fli\u003E\n\u003Cli\u003EBuilding A ZPL Parser\u003C\u002Fli\u003E\n\u003Cli\u003EImproving Logistics Via Carrier Integrations\u003C\u002Fli\u003E\n\u003Cli\u003EDeveloping A PDF Builder For Herma Papers\u003C\u002Fli\u003E\n\u003Cli\u003EImproving The Deep Search Functionality\u003C\u002Fli\u003E\n\u003Cli\u003EImplementing A Web Service Queue System\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Cp\u003EHere's a look at some primary functionalities.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Fcls\u002Fcloudlabel_rule.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"building-a-robust-rules-engine\"\u003E\u003Ca href=\"#building-a-robust-rules-engine\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilding A Robust Rules Engine\u003C\u002Fh3\u003E\n\u003Cp\u003EWe built a strong rules engine that could support complex computations and dynamic requirements based on the brand, division, and product line.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Fcls\u002Fcloudlabel_print.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"creating-a-print-queue-system\"\u003E\u003Ca href=\"#creating-a-print-queue-system\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECreating A Print Queue System\u003C\u002Fh3\u003E\n\u003Cp\u003EDuring bulk printing from multiple servers, requests are likely to clash. Our print queue sequentially streamlines request bundles based on the printer ID.\u003C\u002Fp\u003E\n\u003Ch3 id=\"the-need-for-a-zpl-parser\"\u003E\u003Ca href=\"#the-need-for-a-zpl-parser\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe Need For A ZPL Parser\u003C\u002Fh3\u003E\n\u003Cp\u003EAfter extensive ZPL research, we built a parser that could understand the different fields, convert XML data to ZPL and generate real-time previews.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"6de464e82dadce930db3d65561605917","title":"cls","clientId":6,"bannerText":"How do you bring enterprise labelling into the collaborative age?","tech":"nodejs,angularjs,mongodb,elastic,express,redis,cups,istio,docker,npm,fastify","content":"\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"we-joined-gaea-on-their-mission-to-reimagine-enterprise-labelling\"\u003E\u003Ca href=\"#we-joined-gaea-on-their-mission-to-reimagine-enterprise-labelling\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWe joined Gaea on their mission to reimagine enterprise labelling.\u003C\u002Fh2\u003E\n\u003Cp\u003EGaea, a global pioneer in inventory and warehouse management and supply chain execution, approached us with a unique problem.\u003C\u002Fp\u003E\n\u003Cp\u003EHow do you create a collaborative labelling system that redefines enterprise labelling, and keeps manufacturers, buyers, suppliers and customers on the same page?\u003C\u002Fp\u003E\n\u003Cp\u003ECloud Label Service was the solution.\u003C\u002Fp\u003E\n\u003Cp\u003EThe team at Gaea had envisioned an innovative, centralized and flexible supply chain labelling system, and we were tasked with the interesting challenge of building this complete system.\u003C\u002Fp\u003E\n\u003Ch1 id=\"the-problem\"\u003E\u003Ca href=\"#the-problem\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe Problem\u003C\u002Fh1\u003E\n\u003Ch2 id=\"incorrect-labelling-impacts-businesses-across-the-world\"\u003E\u003Ca href=\"#incorrect-labelling-impacts-businesses-across-the-world\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIncorrect labelling impacts businesses across the world.\u003C\u002Fh2\u003E\n\u003Cp\u003EEnterprise labelling is the lifeline of every supply chain.\u003C\u002Fp\u003E\n\u003Cp\u003EIn a highly intricate logistics network with multiple stakeholders and outsourcing units, the lack of standardization in labelling can be expensive and damaging. Incorrect labelling is one of the primary reasons behind:\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003EExpensive product recalls\u003C\u002Fli\u003E\n\u003Cli\u003EIndustry regulation violations\u003C\u002Fli\u003E\n\u003Cli\u003EProduct liability claims\u003C\u002Fli\u003E\n\u003Cli\u003ECustomer distrust\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Cp\u003EThis particularly impacts low-margin retail supply chains. It also affects customer loyalty, triggering complications with reverse logistics.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh1\u003E\n\u003Ch2 id=\"the-need-for-innovation-in-label-printing\"\u003E\u003Ca href=\"#the-need-for-innovation-in-label-printing\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe need for innovation in label printing.\u003C\u002Fh2\u003E\n\u003Cp\u003EAfter a deep-dive, we quickly realized the gaps in the current system.\u003C\u002Fp\u003E\n\u003Ch3 id=\"lack-of-quality-control\"\u003E\u003Ca href=\"#lack-of-quality-control\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELack Of Quality Control\u003C\u002Fh3\u003E\n\u003Cp\u003EEnterprise labelling was disconnected, with too many touchpoints for label distribution across the supply chain and no central quality control systems.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Fcls\u002Fcloudlabel_before.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"expensive--disparate-processes\"\u003E\u003Ca href=\"#expensive--disparate-processes\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EExpensive &#x26; Disparate Processes\u003C\u002Fh3\u003E\n\u003Cp\u003ECompanies followed different labelling systems, with their own disparate infrastructure and with limited supplier communication or collaboration.\u003C\u002Fp\u003E\n\u003Ch3 id=\"singular-focus-on-label-creation\"\u003E\u003Ca href=\"#singular-focus-on-label-creation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESingular Focus On Label Creation\u003C\u002Fh3\u003E\n\u003Cp\u003Elabelling tools built before CLS were created to prioritize authoring and design rather than complex, rule-driven label generation.\u003C\u002Fp\u003E\n\u003Ch3 id=\"uninspired-digital-solutions\"\u003E\u003Ca href=\"#uninspired-digital-solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUninspired Digital Solutions\u003C\u002Fh3\u003E\n\u003Cp\u003EThere were no strong digital solutions that could integrate SCM, cloud and on-premise applications to improve efficiency.\u003C\u002Fp\u003E\n\u003Ch1 id=\"research\"\u003E\u003Ca href=\"#research\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EResearch\u003C\u002Fh1\u003E\n\u003Ch2 id=\"our-vision-for-a-collaborative-cloud-interface\"\u003E\u003Ca href=\"#our-vision-for-a-collaborative-cloud-interface\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOur vision for a collaborative cloud interface.\u003C\u002Fh2\u003E\n\u003Cp\u003EAfter robust research and feedback from multiple internal teams, we focused on a strong rules engine that could support complex computations and dynamic requirements based on the brand, division, and product line.\u003C\u002Fp\u003E\n\u003Cp\u003EWe also outlined some additional features.\u003C\u002Fp\u003E\n\u003Ch3 id=\"a-need-for-collaboration\"\u003E\u003Ca href=\"#a-need-for-collaboration\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EA Need For Collaboration\u003C\u002Fh3\u003E\n\u003Cp\u003EGaea needed a collaborative platform used by multiple enterprise divisions, third-party suppliers and external stakeholders for greater operational efficiency.\u003C\u002Fp\u003E\n\u003Ch3 id=\"deep-personalization--detailing\"\u003E\u003Ca href=\"#deep-personalization--detailing\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDeep Personalization &#x26; Detailing\u003C\u002Fh3\u003E\n\u003Cp\u003EBarcode and labelling standards vary across companies, and the system had to accommodate complex computations based on the brand and product line.\u003C\u002Fp\u003E\n\u003Ch3 id=\"assured-data-security--privacy\"\u003E\u003Ca href=\"#assured-data-security--privacy\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAssured Data Security &#x26; Privacy\u003C\u002Fh3\u003E\n\u003Cp\u003ESince users could directly create and print labels, stringent data security measures had to be deployed in line with the expectations of multinational companies.\u003C\u002Fp\u003E\n\u003Ch3 id=\"integrations--web-service-mapping\"\u003E\u003Ca href=\"#integrations--web-service-mapping\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIntegrations &#x26; Web Service Mapping\u003C\u002Fh3\u003E\n\u003Cp\u003ECLS had to seamlessly integrate with leading SCM systems and cloud systems for improved label lifecycle management.\u003C\u002Fp\u003E\n\u003Ch3 id=\"tackling-process-complexity\"\u003E\u003Ca href=\"#tackling-process-complexity\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETackling Process Complexity\u003C\u002Fh3\u003E\n\u003Cp\u003ECLS had to support diverse processes, driven by varying customer behaviour. Some customers enter their data manually, while others need auto-population.\u003C\u002Fp\u003E\n\u003Ch3 id=\"out-of-the-box-templates\"\u003E\u003Ca href=\"#out-of-the-box-templates\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOut-Of-The-Box Templates\u003C\u002Fh3\u003E\n\u003Cp\u003EUsable templates with core fields like product details, receipt, reverse logistics, pick ticket, and license plate numbers (LPNs) were needed to save time.\u003C\u002Fp\u003E\n\u003Cdiv class=\"testimonial-placeholder\" data-id=\"5\"\u003E\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-we-infused-innovation-into-enterprise-labelling\"\u003E\u003Ca href=\"#how-we-infused-innovation-into-enterprise-labelling\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow we infused innovation into enterprise labelling.\u003C\u002Fh2\u003E\n\u003Cp\u003ETogether with Gaea, we built \u003Cstrong\u003ECloud Label Service\u003C\u002Fstrong\u003E to bring enterprise labelling into the collaborative age.\u003C\u002Fp\u003E\n\u003Cp\u003EDesigned for cross-enterprise collaboration and functionality, CLS democratizes label template creation, management, and automation.\u003C\u002Fp\u003E\n\u003Cp\u003ECLS integrates with leading SCM systems, external data sources and third party tools like Zebra Designer while supporting both cloud-driven and on-prem label printing, for a pan-industrial solution that is secure, robust and uniquely rule-driven.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Fcls\u002Fcloudlabel_solution.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Cp\u003ECloud Label Service allows:\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003ESimplified label template management\u003C\u002Fli\u003E\n\u003Cli\u003ESimplified upload, sharing with stakeholders and printing\u003C\u002Fli\u003E\n\u003Cli\u003EWeb service mapping and integration with key SCM systems\u003C\u002Fli\u003E\n\u003Cli\u003EAutomated rules-driven label generation\u003C\u002Fli\u003E\n\u003Cli\u003EAutomated reverse logistics &#x26; RMA flow for simplifying product returns\u003C\u002Fli\u003E\n\u003Cli\u003ESimplified carrier integration with UPS and FedEx (and others)\u003C\u002Fli\u003E\n\u003Cli\u003ESerialization support and integrated field mapping utility\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Cp\u003EDuring the project lifecycle, we developed some key functionalities:\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003ECreating Strong User Personas\u003C\u002Fli\u003E\n\u003Cli\u003EBuilding A Robust Rules Engine\u003C\u002Fli\u003E\n\u003Cli\u003ECreating A Print Queue System\u003C\u002Fli\u003E\n\u003Cli\u003EBuilding A ZPL Parser\u003C\u002Fli\u003E\n\u003Cli\u003EImproving Logistics Via Carrier Integrations\u003C\u002Fli\u003E\n\u003Cli\u003EDeveloping A PDF Builder For Herma Papers\u003C\u002Fli\u003E\n\u003Cli\u003EImproving The Deep Search Functionality\u003C\u002Fli\u003E\n\u003Cli\u003EImplementing A Web Service Queue System\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Cp\u003EHere's a look at some primary functionalities.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Fcls\u002Fcloudlabel_rule.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"building-a-robust-rules-engine\"\u003E\u003Ca href=\"#building-a-robust-rules-engine\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilding A Robust Rules Engine\u003C\u002Fh3\u003E\n\u003Cp\u003EWe built a strong rules engine that could support complex computations and dynamic requirements based on the brand, division, and product line.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Fcls\u002Fcloudlabel_print.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"creating-a-print-queue-system\"\u003E\u003Ca href=\"#creating-a-print-queue-system\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECreating A Print Queue System\u003C\u002Fh3\u003E\n\u003Cp\u003EDuring bulk printing from multiple servers, requests are likely to clash. Our print queue sequentially streamlines request bundles based on the printer ID.\u003C\u002Fp\u003E\n\u003Ch3 id=\"the-need-for-a-zpl-parser\"\u003E\u003Ca href=\"#the-need-for-a-zpl-parser\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe Need For A ZPL Parser\u003C\u002Fh3\u003E\n\u003Cp\u003EAfter extensive ZPL research, we built a parser that could understand the different fields, convert XML data to ZPL and generate real-time previews.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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@@ -98,6 +98,6 @@ <h3 id="standardized-and-streamlined-project-environments"><a href="#standardize
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"d8b343ebdc067aa4dfb7c613ef37b422","title":"DevOps Success","clientId":9,"bannerText":"How We Helped A Music Distribution Company Save 90% In Infrastructure Costs.","tech":"docker","content":"\u003Ch3 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh3\u003E\n\u003Ch2 id=\"an-optimized-platform-to-elevate-artists\"\u003E\u003Ca href=\"#an-optimized-platform-to-elevate-artists\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAn optimized platform to elevate artists\u003C\u002Fh2\u003E\n\u003Cp\u003EThe digital music distribution industry is expected to grow to $1.68 Bn by 2030, and incumbents and insurgents need agile, scalable, and cost-effective infrastructure to remain competitive.\u003C\u002Fp\u003E\n\u003Cp\u003EOur client, a global leader and key player, was struggling with an outdated and inefficient deployment process that hindered their ability to innovate and scale. As their technology partners, we identified the need to modernize their platform engineering and helped them seamlessly manage distribution to 150+ digital partners, including Spotify, Apple Music, Amazon Music, Deezer, TikTok, and Tencent.\u003C\u002Fp\u003E\n\u003Cp\u003EOur DevOps consultants successfully migrated their deployments from Capistrano on EC2 to Docker and ECS. We set up CI\u002FCD, automated their infrastructure setup using Terraform, and set up observability dashboards to modernize their infrastructure practices.\u003C\u002Fp\u003E\n\u003Cp\u003EThis case study outlines the challenges, solutions, and results of this transformative project.\u003C\u002Fp\u003E\n\u003Ch3 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh3\u003E\n\u003Ch2 id=\"decoding-dissonance-in-distribution-infrastructure\"\u003E\u003Ca href=\"#decoding-dissonance-in-distribution-infrastructure\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDecoding dissonance in distribution infrastructure\u003C\u002Fh2\u003E\n\u003Cp\u003ERight off the bat, we found gaps in their infrastructure setup.\u003C\u002Fp\u003E\n\u003Ch3 id=\"outdated-deployment-process\"\u003E\u003Ca href=\"#outdated-deployment-process\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOutdated Deployment Process\u003C\u002Fh3\u003E\n\u003Cp\u003ECapistrano on EC2 had become inefficient and time-consuming as our client’s infrastructure and application needs had grown.\u003C\u002Fp\u003E\n\u003Ch3 id=\"limited-performance-visibility\"\u003E\u003Ca href=\"#limited-performance-visibility\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELimited Performance Visibility\u003C\u002Fh3\u003E\n\u003Cp\u003EThe lack of comprehensive monitoring and logging tools made it difficult to identify performance bottlenecks and areas for improvement.\u003C\u002Fp\u003E\n\u003Ch3 id=\"inefficient-scaling-and-resource-utilization\"\u003E\u003Ca href=\"#inefficient-scaling-and-resource-utilization\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EInefficient Scaling and Resource Utilization\u003C\u002Fh3\u003E\n\u003Cp\u003EThe existing autoscaling solution was suboptimal, increasing costs and resource wastage.\u003C\u002Fp\u003E\n\u003Ch3 id=\"memory-leak-issues\"\u003E\u003Ca href=\"#memory-leak-issues\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EMemory Leak Issues\u003C\u002Fh3\u003E\n\u003Cp\u003EThe application was experiencing memory leaks, negatively impacting performance and stability.\u003C\u002Fp\u003E\n\u003Ch3 id=\"inconsistent-project-environments\"\u003E\u003Ca href=\"#inconsistent-project-environments\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EInconsistent Project Environments\u003C\u002Fh3\u003E\n\u003Cp\u003EOur client needed a standardized and streamlined environment for various projects to ensure consistency and reproducibility.\u003C\u002Fp\u003E\n\u003Ch3 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh3\u003E\n\u003Ch2 id=\"rethinking-infrastructure-to-orchestrate-success\"\u003E\u003Ca href=\"#rethinking-infrastructure-to-orchestrate-success\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ERethinking infrastructure to orchestrate success\u003C\u002Fh2\u003E\n\u003Cp\u003EThis was our plan of action to optimize our client’s infrastructure costs.\u003C\u002Fp\u003E\n\u003Ch3 id=\"custom-autoscaling-scripts-for-sqs-workers\"\u003E\u003Ca href=\"#custom-autoscaling-scripts-for-sqs-workers\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECustom autoscaling scripts for SQS workers\u003C\u002Fh3\u003E\n\u003Cp\u003ETo optimize resource utilization and cost-efficiency, we developed custom auto-scaling scripts using AWS Lambda functions that dynamically scaled the number of workers based on the queue size. In this process, we also collaborated with the backend engineering team to move from Sidekiq to SQS.\u003C\u002Fp\u003E\n\u003Cp\u003EThis allowed us to set up custom CloudWatch metrics on queue length and visualize them on the dashboard. This approach saved the client approximately 50% of the cost of these workloads, while maintaining optimal performance. A further effort by the backend engineering team to rewrite the service from Rails to Go reduced it to 10% of the original cost.\u003C\u002Fp\u003E\n\u003Ch3 id=\"migrating-to-docker-and-ecs\"\u003E\u003Ca href=\"#migrating-to-docker-and-ecs\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EMigrating to Docker and ECS\u003C\u002Fh3\u003E\n\u003Cp\u003EWe began by containerizing our client’s applications using Docker, which allowed for easier packaging and distribution of their applications. This was essential to modernize the tech stack.\u003C\u002Fp\u003E\n\u003Cp\u003EContainerizing your workloads enables you to treat your infrastructure as cattle rather than pets. Docker facilitated the transition from Capistrano on EC2-based deployments to the Amazon Elastic Container Service (ECS), a more scalable and efficient container orchestration service. This migration enabled faster and more reliable deployments, simplified management, and better resource utilization.\u003C\u002Fp\u003E\n\u003Ch3 id=\"implementing-circleci-and-codepipeline\"\u003E\u003Ca href=\"#implementing-circleci-and-codepipeline\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EImplementing CircleCI and CodePipeline\u003C\u002Fh3\u003E\n\u003Cp\u003ETo replace the existing Jenkins-based deployment process, we implemented CircleCI, a modern and user-friendly Continuous Integration and Continuous Deployment (CI\u002FCD) tool. CircleCI streamlined the deployment pipeline, providing better visibility into failing tests. We also set up CodePipeline to automate the deployment and visualize the value stream map.\u003C\u002Fp\u003E\n\u003Ch3 id=\"automating-ecs-setup-with-terraform\"\u003E\u003Ca href=\"#automating-ecs-setup-with-terraform\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAutomating ECS setup with Terraform\u003C\u002Fh3\u003E\n\u003Cp\u003EWe enhanced infrastructure management using Terraform, an Infrastructure as Code (IaC) tool, to automate the provisioning and management of the client's ECS setup. Terraform's declarative configuration files ensured that the infrastructure was consistent, easily reproducible, and versioned, reducing the risk of human error and streamlining ongoing maintenance.\u003C\u002Fp\u003E\n\u003Ch3 id=\"setting-up-cloudwatch-and-grafana-dashboards\"\u003E\u003Ca href=\"#setting-up-cloudwatch-and-grafana-dashboards\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESetting up CloudWatch and Grafana dashboards\u003C\u002Fh3\u003E\n\u003Cp\u003EOur consultants set up Amazon CloudWatch dashboards to provide comprehensive monitoring and logging for the client's applications. These dashboards exposed essential metrics and logs, allowing the client to quickly identify and address performance bottlenecks and improve the overall quality of their services. We also set up Grafana dashboards to surface business-level metrics on album deliveries and errors across various stores.\nAddressing memory leaks with jemalloc\u003C\u002Fp\u003E\n\u003Cp\u003EIn collaboration with our client’s engineers, we identified and addressed memory leaks in their applications by moving to jemalloc, a memory allocator library that reduces fragmentation and improves efficiency. This change resulted in improved application stability and performance.\u003C\u002Fp\u003E\n\u003Ch3 id=\"maintaining-golden-docker-images-for-various-projects\"\u003E\u003Ca href=\"#maintaining-golden-docker-images-for-various-projects\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EMaintaining golden Docker images for various projects\u003C\u002Fh3\u003E\n\u003Cp\u003EWe maintained golden Docker images for each project to ensure consistent and reproducible environments across the client's projects. These images served as the foundation for all project deployments, containing preconfigured environments and dependencies tailored to each project's specific needs. This standardization streamlined development and deployment processes, reducing errors and inconsistencies while increasing overall efficiency.\u003C\u002Fp\u003E\n\u003Ch3 id=\"outcomes\"\u003E\u003Ca href=\"#outcomes\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOutcomes\u003C\u002Fh3\u003E\n\u003Ch2 id=\"the-high-notes\"\u003E\u003Ca href=\"#the-high-notes\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe high notes\u003C\u002Fh2\u003E\n\u003Cp\u003EOur platform engineering work showcased the transformative power of modernizing infrastructure and deployment processes.\u003C\u002Fp\u003E\n\u003Ch3 id=\"improved-deployment-efficiency\"\u003E\u003Ca href=\"#improved-deployment-efficiency\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EImproved Deployment Efficiency\u003C\u002Fh3\u003E\n\u003Cp\u003EBy migrating to Docker and ECS and implementing CircleCI and CodePipeline, we significantly streamlined the deployment process, resulting in faster and more reliable deployments.\u003C\u002Fp\u003E\n\u003Ch3 id=\"enhanced-monitoring-and-visibility\"\u003E\u003Ca href=\"#enhanced-monitoring-and-visibility\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EEnhanced Monitoring and Visibility\u003C\u002Fh3\u003E\n\u003Cp\u003EThe CloudWatch dashboards provided crucial performance insights, helping them proactively address bottlenecks and improve service quality.\u003C\u002Fp\u003E\n\u003Ch3 id=\"cost-savings-via-optimized-scaling\"\u003E\u003Ca href=\"#cost-savings-via-optimized-scaling\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECost Savings Via Optimized Scaling\u003C\u002Fh3\u003E\n\u003Cp\u003EThe custom auto-scaling scripts for distribution workers led to a 90% cost reduction for these workloads while maintaining optimal performance.\u003C\u002Fp\u003E\n\u003Ch3 id=\"increased-application-stability\"\u003E\u003Ca href=\"#increased-application-stability\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIncreased Application Stability\u003C\u002Fh3\u003E\n\u003Cp\u003EBy addressing memory leaks with jemalloc, we improved the stability and performance of their applications, resulting in a better overall user experience.\u003C\u002Fp\u003E\n\u003Ch3 id=\"standardized-and-streamlined-project-environments\"\u003E\u003Ca href=\"#standardized-and-streamlined-project-environments\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EStandardized and Streamlined Project Environments\u003C\u002Fh3\u003E\n\u003Cp\u003EBy maintaining golden Docker images for various projects, we ensured consistency and reproducibility, reducing errors and increasing overall efficiency.\u003C\u002Fp\u003E\n\u003Cp\u003EBy leveraging cutting-edge technologies like Docker, ECS, CircleCI, Terraform, and CloudWatch, we were able to significantly improve the client's deployment efficiency, application performance, resource utilization, and cost-effectiveness.\u003C\u002Fp\u003E\n\u003Cp\u003EIt’s important to stay agile and innovative in a rapidly evolving world, and adopting best practices isn’t an option anymore - it’s a necessity.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"d8b343ebdc067aa4dfb7c613ef37b422","title":"DevOps Success","clientId":9,"bannerText":"How We Helped A Music Distribution Company Save 90% In Infrastructure Costs.","tech":"docker","content":"\u003Ch3 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh3\u003E\n\u003Ch2 id=\"an-optimized-platform-to-elevate-artists\"\u003E\u003Ca href=\"#an-optimized-platform-to-elevate-artists\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAn optimized platform to elevate artists\u003C\u002Fh2\u003E\n\u003Cp\u003EThe digital music distribution industry is expected to grow to $1.68 Bn by 2030, and incumbents and insurgents need agile, scalable, and cost-effective infrastructure to remain competitive.\u003C\u002Fp\u003E\n\u003Cp\u003EOur client, a global leader and key player, was struggling with an outdated and inefficient deployment process that hindered their ability to innovate and scale. As their technology partners, we identified the need to modernize their platform engineering and helped them seamlessly manage distribution to 150+ digital partners, including Spotify, Apple Music, Amazon Music, Deezer, TikTok, and Tencent.\u003C\u002Fp\u003E\n\u003Cp\u003EOur DevOps consultants successfully migrated their deployments from Capistrano on EC2 to Docker and ECS. We set up CI\u002FCD, automated their infrastructure setup using Terraform, and set up observability dashboards to modernize their infrastructure practices.\u003C\u002Fp\u003E\n\u003Cp\u003EThis case study outlines the challenges, solutions, and results of this transformative project.\u003C\u002Fp\u003E\n\u003Ch3 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh3\u003E\n\u003Ch2 id=\"decoding-dissonance-in-distribution-infrastructure\"\u003E\u003Ca href=\"#decoding-dissonance-in-distribution-infrastructure\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDecoding dissonance in distribution infrastructure\u003C\u002Fh2\u003E\n\u003Cp\u003ERight off the bat, we found gaps in their infrastructure setup.\u003C\u002Fp\u003E\n\u003Ch3 id=\"outdated-deployment-process\"\u003E\u003Ca href=\"#outdated-deployment-process\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOutdated Deployment Process\u003C\u002Fh3\u003E\n\u003Cp\u003ECapistrano on EC2 had become inefficient and time-consuming as our client’s infrastructure and application needs had grown.\u003C\u002Fp\u003E\n\u003Ch3 id=\"limited-performance-visibility\"\u003E\u003Ca href=\"#limited-performance-visibility\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELimited Performance Visibility\u003C\u002Fh3\u003E\n\u003Cp\u003EThe lack of comprehensive monitoring and logging tools made it difficult to identify performance bottlenecks and areas for improvement.\u003C\u002Fp\u003E\n\u003Ch3 id=\"inefficient-scaling-and-resource-utilization\"\u003E\u003Ca href=\"#inefficient-scaling-and-resource-utilization\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EInefficient Scaling and Resource Utilization\u003C\u002Fh3\u003E\n\u003Cp\u003EThe existing autoscaling solution was suboptimal, increasing costs and resource wastage.\u003C\u002Fp\u003E\n\u003Ch3 id=\"memory-leak-issues\"\u003E\u003Ca href=\"#memory-leak-issues\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EMemory Leak Issues\u003C\u002Fh3\u003E\n\u003Cp\u003EThe application was experiencing memory leaks, negatively impacting performance and stability.\u003C\u002Fp\u003E\n\u003Ch3 id=\"inconsistent-project-environments\"\u003E\u003Ca href=\"#inconsistent-project-environments\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EInconsistent Project Environments\u003C\u002Fh3\u003E\n\u003Cp\u003EOur client needed a standardized and streamlined environment for various projects to ensure consistency and reproducibility.\u003C\u002Fp\u003E\n\u003Ch3 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh3\u003E\n\u003Ch2 id=\"rethinking-infrastructure-to-orchestrate-success\"\u003E\u003Ca href=\"#rethinking-infrastructure-to-orchestrate-success\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ERethinking infrastructure to orchestrate success\u003C\u002Fh2\u003E\n\u003Cp\u003EThis was our plan of action to optimize our client’s infrastructure costs.\u003C\u002Fp\u003E\n\u003Ch3 id=\"custom-autoscaling-scripts-for-sqs-workers\"\u003E\u003Ca href=\"#custom-autoscaling-scripts-for-sqs-workers\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECustom autoscaling scripts for SQS workers\u003C\u002Fh3\u003E\n\u003Cp\u003ETo optimize resource utilization and cost-efficiency, we developed custom auto-scaling scripts using AWS Lambda functions that dynamically scaled the number of workers based on the queue size. In this process, we also collaborated with the backend engineering team to move from Sidekiq to SQS.\u003C\u002Fp\u003E\n\u003Cp\u003EThis allowed us to set up custom CloudWatch metrics on queue length and visualize them on the dashboard. This approach saved the client approximately 50% of the cost of these workloads, while maintaining optimal performance. A further effort by the backend engineering team to rewrite the service from Rails to Go reduced it to 10% of the original cost.\u003C\u002Fp\u003E\n\u003Ch3 id=\"migrating-to-docker-and-ecs\"\u003E\u003Ca href=\"#migrating-to-docker-and-ecs\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EMigrating to Docker and ECS\u003C\u002Fh3\u003E\n\u003Cp\u003EWe began by containerizing our client’s applications using Docker, which allowed for easier packaging and distribution of their applications. This was essential to modernize the tech stack.\u003C\u002Fp\u003E\n\u003Cp\u003EContainerizing your workloads enables you to treat your infrastructure as cattle rather than pets. Docker facilitated the transition from Capistrano on EC2-based deployments to the Amazon Elastic Container Service (ECS), a more scalable and efficient container orchestration service. This migration enabled faster and more reliable deployments, simplified management, and better resource utilization.\u003C\u002Fp\u003E\n\u003Ch3 id=\"implementing-circleci-and-codepipeline\"\u003E\u003Ca href=\"#implementing-circleci-and-codepipeline\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EImplementing CircleCI and CodePipeline\u003C\u002Fh3\u003E\n\u003Cp\u003ETo replace the existing Jenkins-based deployment process, we implemented CircleCI, a modern and user-friendly Continuous Integration and Continuous Deployment (CI\u002FCD) tool. CircleCI streamlined the deployment pipeline, providing better visibility into failing tests. We also set up CodePipeline to automate the deployment and visualize the value stream map.\u003C\u002Fp\u003E\n\u003Ch3 id=\"automating-ecs-setup-with-terraform\"\u003E\u003Ca href=\"#automating-ecs-setup-with-terraform\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAutomating ECS setup with Terraform\u003C\u002Fh3\u003E\n\u003Cp\u003EWe enhanced infrastructure management using Terraform, an Infrastructure as Code (IaC) tool, to automate the provisioning and management of the client's ECS setup. Terraform's declarative configuration files ensured that the infrastructure was consistent, easily reproducible, and versioned, reducing the risk of human error and streamlining ongoing maintenance.\u003C\u002Fp\u003E\n\u003Ch3 id=\"setting-up-cloudwatch-and-grafana-dashboards\"\u003E\u003Ca href=\"#setting-up-cloudwatch-and-grafana-dashboards\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESetting up CloudWatch and Grafana dashboards\u003C\u002Fh3\u003E\n\u003Cp\u003EOur consultants set up Amazon CloudWatch dashboards to provide comprehensive monitoring and logging for the client's applications. These dashboards exposed essential metrics and logs, allowing the client to quickly identify and address performance bottlenecks and improve the overall quality of their services. We also set up Grafana dashboards to surface business-level metrics on album deliveries and errors across various stores.\nAddressing memory leaks with jemalloc\u003C\u002Fp\u003E\n\u003Cp\u003EIn collaboration with our client’s engineers, we identified and addressed memory leaks in their applications by moving to jemalloc, a memory allocator library that reduces fragmentation and improves efficiency. This change resulted in improved application stability and performance.\u003C\u002Fp\u003E\n\u003Ch3 id=\"maintaining-golden-docker-images-for-various-projects\"\u003E\u003Ca href=\"#maintaining-golden-docker-images-for-various-projects\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EMaintaining golden Docker images for various projects\u003C\u002Fh3\u003E\n\u003Cp\u003EWe maintained golden Docker images for each project to ensure consistent and reproducible environments across the client's projects. These images served as the foundation for all project deployments, containing preconfigured environments and dependencies tailored to each project's specific needs. This standardization streamlined development and deployment processes, reducing errors and inconsistencies while increasing overall efficiency.\u003C\u002Fp\u003E\n\u003Ch3 id=\"outcomes\"\u003E\u003Ca href=\"#outcomes\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOutcomes\u003C\u002Fh3\u003E\n\u003Ch2 id=\"the-high-notes\"\u003E\u003Ca href=\"#the-high-notes\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe high notes\u003C\u002Fh2\u003E\n\u003Cp\u003EOur platform engineering work showcased the transformative power of modernizing infrastructure and deployment processes.\u003C\u002Fp\u003E\n\u003Ch3 id=\"improved-deployment-efficiency\"\u003E\u003Ca href=\"#improved-deployment-efficiency\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EImproved Deployment Efficiency\u003C\u002Fh3\u003E\n\u003Cp\u003EBy migrating to Docker and ECS and implementing CircleCI and CodePipeline, we significantly streamlined the deployment process, resulting in faster and more reliable deployments.\u003C\u002Fp\u003E\n\u003Ch3 id=\"enhanced-monitoring-and-visibility\"\u003E\u003Ca href=\"#enhanced-monitoring-and-visibility\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EEnhanced Monitoring and Visibility\u003C\u002Fh3\u003E\n\u003Cp\u003EThe CloudWatch dashboards provided crucial performance insights, helping them proactively address bottlenecks and improve service quality.\u003C\u002Fp\u003E\n\u003Ch3 id=\"cost-savings-via-optimized-scaling\"\u003E\u003Ca href=\"#cost-savings-via-optimized-scaling\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECost Savings Via Optimized Scaling\u003C\u002Fh3\u003E\n\u003Cp\u003EThe custom auto-scaling scripts for distribution workers led to a 90% cost reduction for these workloads while maintaining optimal performance.\u003C\u002Fp\u003E\n\u003Ch3 id=\"increased-application-stability\"\u003E\u003Ca href=\"#increased-application-stability\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIncreased Application Stability\u003C\u002Fh3\u003E\n\u003Cp\u003EBy addressing memory leaks with jemalloc, we improved the stability and performance of their applications, resulting in a better overall user experience.\u003C\u002Fp\u003E\n\u003Ch3 id=\"standardized-and-streamlined-project-environments\"\u003E\u003Ca href=\"#standardized-and-streamlined-project-environments\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EStandardized and Streamlined Project Environments\u003C\u002Fh3\u003E\n\u003Cp\u003EBy maintaining golden Docker images for various projects, we ensured consistency and reproducibility, reducing errors and increasing overall efficiency.\u003C\u002Fp\u003E\n\u003Cp\u003EBy leveraging cutting-edge technologies like Docker, ECS, CircleCI, Terraform, and CloudWatch, we were able to significantly improve the client's deployment efficiency, application performance, resource utilization, and cost-effectiveness.\u003C\u002Fp\u003E\n\u003Cp\u003EIt’s important to stay agile and innovative in a rapidly evolving world, and adopting best practices isn’t an option anymore - 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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"6f4a88e743869ec36d5f716ecd92a9f5","title":"GenAI for Document Data","clientId":6,"bannerText":"Leveraging GenAI for Document Data Extraction","tech":"python, gcloud, chatgpt","content":"\u003Cstyle\u003E\n  h3 {\n    font-size: 28px;\n  }\n\u003C\u002Fstyle\u003E\n\u003Ch1 id=\"overview\"\u003E\u003Ca href=\"#overview\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOverview\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-do-you-identify-the-right-genai-use-case-for-your-business\"\u003E\u003Ca href=\"#how-do-you-identify-the-right-genai-use-case-for-your-business\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow do you identify the right GenAI use case for your business?\u003C\u002Fh2\u003E\n\u003Cp\u003EIn the era of rapidly evolving technologies, numerous companies, inspired by the hype surrounding GenAI, aspire to integrate it into their operations. However, many find themselves at a crossroads, unsure of how to take the crucial first step. \u003C\u002Fp\u003E\n\u003Cp\u003EThis case study sheds light on how Tarka Labs assisted GAEA Global, a leader in supply chain solutions, in identifying the most suitable GenAI solution for their domain specific needs.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenge\"\u003E\u003Ca href=\"#challenge\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenge\u003C\u002Fh1\u003E\n\u003Ch2 id=\"extract-structured-data-from-maintenance-logs-and-audit-reports\"\u003E\u003Ca href=\"#extract-structured-data-from-maintenance-logs-and-audit-reports\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EExtract structured data from maintenance logs and audit reports\u003C\u002Fh2\u003E\n\u003Cp\u003EMaintenance logs and audit reports come in different formats and are paper based. These reports are filled by hand and are archived for future reference. There are lots of business opportunities like improving operational efficiency if this treasure trove of data is digitized. Given the sheer number of different templates, building a system in a traditional sense is very time consuming and costly.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fdocgenai\u002Fmaint-log.jpg\" alt=\"Maintenance log page\" \u002F\u003E\n  \u003Cfigcaption\u003EA sample document used for auditing\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch1 id=\"objective\"\u003E\u003Ca href=\"#objective\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EObjective\u003C\u002Fh1\u003E\n\u003Ch2 id=\"build-a-solution-that-can-work-well-with-different-templates-and-layouts\"\u003E\u003Ca href=\"#build-a-solution-that-can-work-well-with-different-templates-and-layouts\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuild a solution that can work well with different templates and layouts\u003C\u002Fh2\u003E\n\u003Cp\u003EOur objective was to solve this problem using latest techniques powered by LLMs \u002F ML models in achieving the following\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003EExtract the data across different reports and store it in a form that can be consumed and processed downstream\u003C\u002Fli\u003E\n\u003Cli\u003EIdentify the structure (fields, tables) of the report and create a schema that can be used for creating digital forms for collecting data digitally\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch1 id=\"approach\"\u003E\u003Ca href=\"#approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EApproach\u003C\u002Fh1\u003E\n\u003Cp\u003EThere are lots of ML powered document data extraction tools available and some are powered by LLM based AI models. We started scouting the landscape for best possible options out there and started experimenting with the top contenders in a short span of \u003Cstrong\u003Etwo weeks\u003C\u002Fstrong\u003E to decide on each offering capabilities.\u003C\u002Fp\u003E\n\u003Ch2 id=\"google-document-ai\"\u003E\u003Ca href=\"#google-document-ai\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGoogle Document AI\u003C\u002Fh2\u003E\n\u003Cp\u003E\u003Ca href=\"https:\u002F\u002Fcloud.google.com\u002Fdocument-ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003EGoogle Document AI\u003C\u002Fa\u003E offers document processors that are pretrained ML models which can extract data for a specific set of documents like license card, invoice, etc. For our use case, we have to fine tune a model with a few hundreds of documents for it to extract the contextual data. This, when done, will definitely work, what we wanted was a zero shot training model so that it can work for the different types of documents that GAEA’s customers will have. \u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fdocgenai\u002Fgoogle-doc-ai1.png\" alt=\"Google document AI page\" style=\"border:1px solid black\" \u002F\u003E\n  \u003Cfigcaption\u003ESnapshot of Google Document AI processors offerings\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Cp\u003EHere is the summary of our observations experimenting with different document processors\u003C\u002Fp\u003E\n\u003Ch3 id=\"document-ocr\"\u003E\u003Ca href=\"#document-ocr\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDocument OCR\u003C\u002Fh3\u003E\n\u003Cp\u003EThis processor is a plain OCR implementation that will extract the text from the given image \u002F pdf document without any structure. All the text will be pretty much put together as blobs without any logical separation. Tabular data will not make any sense as it does not identify the columnar groupings. This was definitely not going to work for our use case\u003C\u002Fp\u003E\n\u003Ch3 id=\"form-parser\"\u003E\u003Ca href=\"#form-parser\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EForm Parser\u003C\u002Fh3\u003E\n\u003Cp\u003EThis processor is specialized to extract key value pairs from the given document. Which is what we would need for our use case. When we tried with different format documents, we noticed that it is able to extract around 80% of the keys and values correctly. It was also capable of understanding handwritten text and most of the time was able to infer it correctly\u003C\u002Fp\u003E\n\u003Ch3 id=\"custom-extractor\"\u003E\u003Ca href=\"#custom-extractor\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECustom Extractor\u003C\u002Fh3\u003E\n\u003Cp\u003EGoogle Document AI also offers Generative AI powered extractors that can identify the structure of the data better. We can also configure the keys to be extracted from the given documents. Even though there is a manual step of defining the keys (to improve the success rate of extraction), we were able to observe that this yielded better results in extracting all the needed fields values from the passed documents\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fdocgenai\u002Fgoogle-workbench.png\" alt=\"Google document workbench page\" style=\"border:1px solid black\" \u002F\u003E\n  \u003Cfigcaption\u003EGenerative AI powered Custom Extractor\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch3 id=\"our-hybrid-approach\"\u003E\u003Ca href=\"#our-hybrid-approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOur hybrid approach\u003C\u002Fh3\u003E\n\u003Cp\u003EWe found that the form parser was able to extract most of the keys from the given document but the custom extractor which was powered by generative AI was able to extract the values better given the keys are already configured. So, we tried a hybrid approach where we glued together both the processors (as they have APIs) and passed our documents through this.\u003C\u002Fp\u003E\n\u003Cp\u003EMuch to our delight, this approach worked better than using these processors in isolation. But read through the end of this article to find out how this fared in comparison to ChatGPT4.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fdocgenai\u002Ftarka-approach.png\" alt=\"block diagram showing tarka labs approach\" \u002F\u003E\n  \u003Cfigcaption\u003ETarka Labs Hybrid approach\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch2 id=\"chatgpt4\"\u003E\u003Ca href=\"#chatgpt4\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChatGPT4\u003C\u002Fh2\u003E\n\u003Cp\u003ENo Generative AI discussion is complete without comparing it with ChatGPT4 (gold standard as of Jan 2024) and we also were curious to find out how it can perform given that ChatGPT4 is multimodal (it can understand images). So, we created a small script to call its API passing each page of our document as an image to see how much it can infer.\u003C\u002Fp\u003E\n\u003Cp\u003EMuch to our surprise, We were able to see ChatGPT4 performing much better in extracting almost all the keys and values without any predefined keys extraction and configuration as we did in our hybrid approach. \u003C\u002Fp\u003E\n\u003Cp\u003EBut, The biggest downside of this approach is that we cannot tweak the output in any way. Meaning, we just have to be happy with what it gives as we cannot nudge it by specifying how to extract some parts of complex table structure or multi column structure.\u003C\u002Fp\u003E\n\u003Ch1 id=\"conclusion\"\u003E\u003Ca href=\"#conclusion\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EConclusion\u003C\u002Fh1\u003E\n\u003Cp\u003EBased on this activity we did over a period of 2 weeks, We have consolidated our learnings and challenges we foresee in this space in this section. Given the Generative AI space is fast evolving and the understanding of the LLMs is astronomically increasing as time passes, It should be noted that these findings might have a short life span (welcome the AI driven world where the cycle time for innovation is drastically reducing).\u003C\u002Fp\u003E\n\u003Cp\u003EWhile zero shot training approaches (Form Parser \u002F ChatGPT) get us faster to production, We don’t have much control to tweak the results to improve the accuracy. If this data is going to be part of a critical business flow, Then this approach will not work well.\u003C\u002Fp\u003E\n\u003Cp\u003EAlternatively, If we can spend time to customize or finetune what we wanted to extract (Custom extractor \u002F Hybrid approach), Even though we spend initial effort to define keys that need to be extracted for the given bucket of documents, its accuracy of data extraction will be higher and predictable.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"6f4a88e743869ec36d5f716ecd92a9f5","title":"GenAI for Document Data","clientId":6,"bannerText":"Leveraging GenAI for Document Data Extraction","tech":"python, gcloud, chatgpt","content":"\u003Cstyle\u003E\n  h3 {\n    font-size: 28px;\n  }\n\u003C\u002Fstyle\u003E\n\u003Ch1 id=\"overview\"\u003E\u003Ca href=\"#overview\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOverview\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-do-you-identify-the-right-genai-use-case-for-your-business\"\u003E\u003Ca href=\"#how-do-you-identify-the-right-genai-use-case-for-your-business\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow do you identify the right GenAI use case for your business?\u003C\u002Fh2\u003E\n\u003Cp\u003EIn the era of rapidly evolving technologies, numerous companies, inspired by the hype surrounding GenAI, aspire to integrate it into their operations. However, many find themselves at a crossroads, unsure of how to take the crucial first step. \u003C\u002Fp\u003E\n\u003Cp\u003EThis case study sheds light on how Tarka Labs assisted GAEA Global, a leader in supply chain solutions, in identifying the most suitable GenAI solution for their domain specific needs.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenge\"\u003E\u003Ca href=\"#challenge\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenge\u003C\u002Fh1\u003E\n\u003Ch2 id=\"extract-structured-data-from-maintenance-logs-and-audit-reports\"\u003E\u003Ca href=\"#extract-structured-data-from-maintenance-logs-and-audit-reports\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EExtract structured data from maintenance logs and audit reports\u003C\u002Fh2\u003E\n\u003Cp\u003EMaintenance logs and audit reports come in different formats and are paper based. These reports are filled by hand and are archived for future reference. There are lots of business opportunities like improving operational efficiency if this treasure trove of data is digitized. Given the sheer number of different templates, building a system in a traditional sense is very time consuming and costly.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fdocgenai\u002Fmaint-log.jpg\" alt=\"Maintenance log page\" \u002F\u003E\n  \u003Cfigcaption\u003EA sample document used for auditing\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch1 id=\"objective\"\u003E\u003Ca href=\"#objective\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EObjective\u003C\u002Fh1\u003E\n\u003Ch2 id=\"build-a-solution-that-can-work-well-with-different-templates-and-layouts\"\u003E\u003Ca href=\"#build-a-solution-that-can-work-well-with-different-templates-and-layouts\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuild a solution that can work well with different templates and layouts\u003C\u002Fh2\u003E\n\u003Cp\u003EOur objective was to solve this problem using latest techniques powered by LLMs \u002F ML models in achieving the following\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003EExtract the data across different reports and store it in a form that can be consumed and processed downstream\u003C\u002Fli\u003E\n\u003Cli\u003EIdentify the structure (fields, tables) of the report and create a schema that can be used for creating digital forms for collecting data digitally\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch1 id=\"approach\"\u003E\u003Ca href=\"#approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EApproach\u003C\u002Fh1\u003E\n\u003Cp\u003EThere are lots of ML powered document data extraction tools available and some are powered by LLM based AI models. We started scouting the landscape for best possible options out there and started experimenting with the top contenders in a short span of \u003Cstrong\u003Etwo weeks\u003C\u002Fstrong\u003E to decide on each offering capabilities.\u003C\u002Fp\u003E\n\u003Ch2 id=\"google-document-ai\"\u003E\u003Ca href=\"#google-document-ai\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGoogle Document AI\u003C\u002Fh2\u003E\n\u003Cp\u003E\u003Ca href=\"https:\u002F\u002Fcloud.google.com\u002Fdocument-ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003EGoogle Document AI\u003C\u002Fa\u003E offers document processors that are pretrained ML models which can extract data for a specific set of documents like license card, invoice, etc. For our use case, we have to fine tune a model with a few hundreds of documents for it to extract the contextual data. This, when done, will definitely work, what we wanted was a zero shot training model so that it can work for the different types of documents that GAEA’s customers will have. \u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fdocgenai\u002Fgoogle-doc-ai1.png\" alt=\"Google document AI page\" style=\"border:1px solid black\" \u002F\u003E\n  \u003Cfigcaption\u003ESnapshot of Google Document AI processors offerings\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Cp\u003EHere is the summary of our observations experimenting with different document processors\u003C\u002Fp\u003E\n\u003Ch3 id=\"document-ocr\"\u003E\u003Ca href=\"#document-ocr\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDocument OCR\u003C\u002Fh3\u003E\n\u003Cp\u003EThis processor is a plain OCR implementation that will extract the text from the given image \u002F pdf document without any structure. All the text will be pretty much put together as blobs without any logical separation. Tabular data will not make any sense as it does not identify the columnar groupings. This was definitely not going to work for our use case\u003C\u002Fp\u003E\n\u003Ch3 id=\"form-parser\"\u003E\u003Ca href=\"#form-parser\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EForm Parser\u003C\u002Fh3\u003E\n\u003Cp\u003EThis processor is specialized to extract key value pairs from the given document. Which is what we would need for our use case. When we tried with different format documents, we noticed that it is able to extract around 80% of the keys and values correctly. It was also capable of understanding handwritten text and most of the time was able to infer it correctly\u003C\u002Fp\u003E\n\u003Ch3 id=\"custom-extractor\"\u003E\u003Ca href=\"#custom-extractor\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECustom Extractor\u003C\u002Fh3\u003E\n\u003Cp\u003EGoogle Document AI also offers Generative AI powered extractors that can identify the structure of the data better. We can also configure the keys to be extracted from the given documents. Even though there is a manual step of defining the keys (to improve the success rate of extraction), we were able to observe that this yielded better results in extracting all the needed fields values from the passed documents\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fdocgenai\u002Fgoogle-workbench.png\" alt=\"Google document workbench page\" style=\"border:1px solid black\" \u002F\u003E\n  \u003Cfigcaption\u003EGenerative AI powered Custom Extractor\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch3 id=\"our-hybrid-approach\"\u003E\u003Ca href=\"#our-hybrid-approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOur hybrid approach\u003C\u002Fh3\u003E\n\u003Cp\u003EWe found that the form parser was able to extract most of the keys from the given document but the custom extractor which was powered by generative AI was able to extract the values better given the keys are already configured. So, we tried a hybrid approach where we glued together both the processors (as they have APIs) and passed our documents through this.\u003C\u002Fp\u003E\n\u003Cp\u003EMuch to our delight, this approach worked better than using these processors in isolation. But read through the end of this article to find out how this fared in comparison to ChatGPT4.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fdocgenai\u002Ftarka-approach.png\" alt=\"block diagram showing tarka labs approach\" \u002F\u003E\n  \u003Cfigcaption\u003ETarka Labs Hybrid approach\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch2 id=\"chatgpt4\"\u003E\u003Ca href=\"#chatgpt4\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChatGPT4\u003C\u002Fh2\u003E\n\u003Cp\u003ENo Generative AI discussion is complete without comparing it with ChatGPT4 (gold standard as of Jan 2024) and we also were curious to find out how it can perform given that ChatGPT4 is multimodal (it can understand images). So, we created a small script to call its API passing each page of our document as an image to see how much it can infer.\u003C\u002Fp\u003E\n\u003Cp\u003EMuch to our surprise, We were able to see ChatGPT4 performing much better in extracting almost all the keys and values without any predefined keys extraction and configuration as we did in our hybrid approach. \u003C\u002Fp\u003E\n\u003Cp\u003EBut, The biggest downside of this approach is that we cannot tweak the output in any way. Meaning, we just have to be happy with what it gives as we cannot nudge it by specifying how to extract some parts of complex table structure or multi column structure.\u003C\u002Fp\u003E\n\u003Ch1 id=\"conclusion\"\u003E\u003Ca href=\"#conclusion\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EConclusion\u003C\u002Fh1\u003E\n\u003Cp\u003EBased on this activity we did over a period of 2 weeks, We have consolidated our learnings and challenges we foresee in this space in this section. Given the Generative AI space is fast evolving and the understanding of the LLMs is astronomically increasing as time passes, It should be noted that these findings might have a short life span (welcome the AI driven world where the cycle time for innovation is drastically reducing).\u003C\u002Fp\u003E\n\u003Cp\u003EWhile zero shot training approaches (Form Parser \u002F ChatGPT) get us faster to production, We don’t have much control to tweak the results to improve the accuracy. If this data is going to be part of a critical business flow, Then this approach will not work well.\u003C\u002Fp\u003E\n\u003Cp\u003EAlternatively, If we can spend time to customize or finetune what we wanted to extract (Custom extractor \u002F Hybrid approach), Even though we spend initial effort to define keys that need to be extracted for the given bucket of documents, its accuracy of data extraction will be higher and predictable.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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+    <title>EAM360 - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--case-study-vue.d957455f.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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@@ -48,6 +48,6 @@ <h1 id="outcome"><a href="#outcome" aria-hidden="true"><span class="icon icon-li
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     <a href="/projects" data-v-665d3c9f>more <br data-v-665d3c9f>
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diff --git a/works/fankave/index.html b/works/fankave/index.html
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@@ -71,6 +71,6 @@ <h3 id="intermittent-network-availability"><a href="#intermittent-network-availa
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"fe6851541b0b1f9d4feac4ea3617db8e","title":"Fankave","clientId":3,"bannerText":"Building immersive digital billboards and web embeds for Fankave.","tech":"react, javascript, css, scala","content":"\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"infusing-innovation-into-digital-brand-campaigns\"\u003E\u003Ca href=\"#infusing-innovation-into-digital-brand-campaigns\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EInfusing innovation into digital brand campaigns.\u003C\u002Fh2\u003E\n\u003Cp\u003EFankave was founded in Silicon Valley by an experienced team out of Netflix and Microsoft. Their vision was to infuse magic into brand campaigns by transforming social content into visually compelling stories.\u003C\u002Fp\u003E\n\u003Ch1 id=\"scope\"\u003E\u003Ca href=\"#scope\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EScope\u003C\u002Fh1\u003E\n\u003Ch2 id=\"building-billboards-worth-a-million-words\"\u003E\u003Ca href=\"#building-billboards-worth-a-million-words\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilding billboards worth a million words.\u003C\u002Fh2\u003E\n\u003Cp\u003EWith Fankave, we primarily worked on building highly immersive and creative visualisations for image and video-driven social campaigns. Our team was also involved in setting up CI\u002FCD for their solutions, and collaborated with their Aggregator Platform team on minor enhancements.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Ffankave\u002Fdemo1.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"research\"\u003E\u003Ca href=\"#research\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EResearch\u003C\u002Fh1\u003E\n\u003Ch2 id=\"our-roadmap-from-ideas-to-execution\"\u003E\u003Ca href=\"#our-roadmap-from-ideas-to-execution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOur roadmap from ideas to execution.\u003C\u002Fh2\u003E\n\u003Cp\u003EWith creative visualizations, the biggest challenge is to unify an envisioned idea with sound technical implementations that can adapt and evolve in line with the latest trends.\u003C\u002Fp\u003E\n\u003Cp\u003EOur primary focus was to build solutions that could evolve over time, since digital visualizations need to retain the competitive advantage of being fresh, adaptive and cutting-edge, compared to traditional dashboards.\u003C\u002Fp\u003E\n\u003Cp\u003EOur team decided to build the visualizations like responsive web pages with HTML, CSS, and Javascript, for greater flexibility in rendering the components and simplified data updates. We picked React for its versatility and ability to refresh only parts of the page.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenges--solutions\"\u003E\u003Ca href=\"#challenges--solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges &#x26; Solutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"where-hardware-wizardry-meets-inspired-software\"\u003E\u003Ca href=\"#where-hardware-wizardry-meets-inspired-software\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWhere hardware wizardry meets inspired software.\u003C\u002Fh2\u003E\n\u003Cp\u003EAs in all software development, we had our fair share of challenges from the least expected places when the rubber met the road.\u003C\u002Fp\u003E\n\u003Ch3 id=\"billboard-aspect-ratio\"\u003E\u003Ca href=\"#billboard-aspect-ratio\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBillboard Aspect Ratio\u003C\u002Fh3\u003E\n\u003Cp\u003EContrary to laptops and desktops with predictable aspect ratios, digital billboards can be of any size. While some billboards are wide and stretch to 10 X 4 feet, others can be tall vertical strips that span 3 floors. This brought about an interesting challenge of building components that were both super responsive content-wise, and also aware of their siblings to position themselves sensibly.\u003C\u002Fp\u003E\n\u003Cp\u003EAfter careful consideration and testing across multiple screen sizes, we nailed this requirement with the help of @media tags and multiple vertical and horizontal screen stops.\u003C\u002Fp\u003E\n\u003Ch3 id=\"hardware-and-software-constraints\"\u003E\u003Ca href=\"#hardware-and-software-constraints\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHardware and Software Constraints\u003C\u002Fh3\u003E\n\u003Cp\u003EDigital billboards are usually powered by devices that receive slower upgrades to the latest browser versions, and feature limited hardware power compared to the latest laptops. Our smooth animations and latest CSS and Javascript inclusion were not rendered completely in the final devices, but they worked well in our test machines.\u003C\u002Fp\u003E\n\u003Cp\u003EWe overcame this issue by finding alternate ways to get the same experience in the old versions of CSS and Javascript with lots of help from caniuse.com and their reference manuals.\u003C\u002Fp\u003E\n\u003Ch3 id=\"intermittent-network-availability\"\u003E\u003Ca href=\"#intermittent-network-availability\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIntermittent Network Availability\u003C\u002Fh3\u003E\n\u003Cp\u003EIn a big event with a busy crowd and lots of activity, expecting a reliable network can be wishful thinking. Our solution had to factor this in and was built to work seamlessly and inject new content as and when data access was possible.\u003C\u002Fp\u003E\n\u003Cp\u003EWe created a local state manager and had a fail-safe mechanism to reuse the existing data and refresh experiences seamlessly with newer data.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"fe6851541b0b1f9d4feac4ea3617db8e","title":"Fankave","clientId":3,"bannerText":"Building immersive digital billboards and web embeds for Fankave.","tech":"react, javascript, css, scala","content":"\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"infusing-innovation-into-digital-brand-campaigns\"\u003E\u003Ca href=\"#infusing-innovation-into-digital-brand-campaigns\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EInfusing innovation into digital brand campaigns.\u003C\u002Fh2\u003E\n\u003Cp\u003EFankave was founded in Silicon Valley by an experienced team out of Netflix and Microsoft. Their vision was to infuse magic into brand campaigns by transforming social content into visually compelling stories.\u003C\u002Fp\u003E\n\u003Ch1 id=\"scope\"\u003E\u003Ca href=\"#scope\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EScope\u003C\u002Fh1\u003E\n\u003Ch2 id=\"building-billboards-worth-a-million-words\"\u003E\u003Ca href=\"#building-billboards-worth-a-million-words\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilding billboards worth a million words.\u003C\u002Fh2\u003E\n\u003Cp\u003EWith Fankave, we primarily worked on building highly immersive and creative visualisations for image and video-driven social campaigns. Our team was also involved in setting up CI\u002FCD for their solutions, and collaborated with their Aggregator Platform team on minor enhancements.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Ffankave\u002Fdemo1.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"research\"\u003E\u003Ca href=\"#research\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EResearch\u003C\u002Fh1\u003E\n\u003Ch2 id=\"our-roadmap-from-ideas-to-execution\"\u003E\u003Ca href=\"#our-roadmap-from-ideas-to-execution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOur roadmap from ideas to execution.\u003C\u002Fh2\u003E\n\u003Cp\u003EWith creative visualizations, the biggest challenge is to unify an envisioned idea with sound technical implementations that can adapt and evolve in line with the latest trends.\u003C\u002Fp\u003E\n\u003Cp\u003EOur primary focus was to build solutions that could evolve over time, since digital visualizations need to retain the competitive advantage of being fresh, adaptive and cutting-edge, compared to traditional dashboards.\u003C\u002Fp\u003E\n\u003Cp\u003EOur team decided to build the visualizations like responsive web pages with HTML, CSS, and Javascript, for greater flexibility in rendering the components and simplified data updates. We picked React for its versatility and ability to refresh only parts of the page.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenges--solutions\"\u003E\u003Ca href=\"#challenges--solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges &#x26; Solutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"where-hardware-wizardry-meets-inspired-software\"\u003E\u003Ca href=\"#where-hardware-wizardry-meets-inspired-software\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWhere hardware wizardry meets inspired software.\u003C\u002Fh2\u003E\n\u003Cp\u003EAs in all software development, we had our fair share of challenges from the least expected places when the rubber met the road.\u003C\u002Fp\u003E\n\u003Ch3 id=\"billboard-aspect-ratio\"\u003E\u003Ca href=\"#billboard-aspect-ratio\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBillboard Aspect Ratio\u003C\u002Fh3\u003E\n\u003Cp\u003EContrary to laptops and desktops with predictable aspect ratios, digital billboards can be of any size. While some billboards are wide and stretch to 10 X 4 feet, others can be tall vertical strips that span 3 floors. This brought about an interesting challenge of building components that were both super responsive content-wise, and also aware of their siblings to position themselves sensibly.\u003C\u002Fp\u003E\n\u003Cp\u003EAfter careful consideration and testing across multiple screen sizes, we nailed this requirement with the help of @media tags and multiple vertical and horizontal screen stops.\u003C\u002Fp\u003E\n\u003Ch3 id=\"hardware-and-software-constraints\"\u003E\u003Ca href=\"#hardware-and-software-constraints\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHardware and Software Constraints\u003C\u002Fh3\u003E\n\u003Cp\u003EDigital billboards are usually powered by devices that receive slower upgrades to the latest browser versions, and feature limited hardware power compared to the latest laptops. Our smooth animations and latest CSS and Javascript inclusion were not rendered completely in the final devices, but they worked well in our test machines.\u003C\u002Fp\u003E\n\u003Cp\u003EWe overcame this issue by finding alternate ways to get the same experience in the old versions of CSS and Javascript with lots of help from caniuse.com and their reference manuals.\u003C\u002Fp\u003E\n\u003Ch3 id=\"intermittent-network-availability\"\u003E\u003Ca href=\"#intermittent-network-availability\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIntermittent Network Availability\u003C\u002Fh3\u003E\n\u003Cp\u003EIn a big event with a busy crowd and lots of activity, expecting a reliable network can be wishful thinking. 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@@ -72,6 +72,6 @@ <h3 id="integrating-improved-app-features"><a href="#integrating-improved-app-fe
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"656b98e559a9b92f41429266d7122063","title":"Farmstead","clientId":14,"bannerText":"Delivering farm-to-fridge groceries with an innovative AI-powered platform.","tech":"react,ruby,rails,javascript","content":"\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Cp\u003EFarmstead is a farm-to-fridge grocery delivery startup with a vision to reduce food wastage through AI solutions, for optimized inventory and last-mile logistics.\u003C\u002Fp\u003E\n\u003Cp\u003EThe team at Farmstead approached us to restructure their front-end and back-end codebase for improved performance, a more immersive and intuitive user experience, and for optimizing their complete backend operations.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh1\u003E\n\u003Cp\u003EFarmstead was a rapidly growing startup, so our primary challenge was to iterate the product development at a much faster pace.\u003C\u002Fp\u003E\n\u003Cp\u003EOur team was prepared to Identify bottlenecks and refactor problem areas, while driving feature additions at the same time.\u003C\u002Fp\u003E\n\u003Cp\u003EWe devised an agile plan to accommodate minor and time-sensitive refactorings, while creating a project structure that allowed all developers to adapt and optimize the app during feature development through opportunistic refactoring (the boy scout rule).\u003C\u002Fp\u003E\n\u003Cp\u003EOur primary focus was to establish flexible standards to deliver key features, while ensuring that the changes accommodated different styles and standards in the same codebase.\u003C\u002Fp\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Cp\u003ESince our plan for Farmstead was comprehensive, we adopted a strategic approach that would help us refactor the code in parts, while continuing to build, test and deliver new and improved features.\u003C\u002Fp\u003E\n\u003Cp\u003EWe began by streamlining the unit and end-to-end tests. 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We reimagined and streamlined the end-to-end shopping experience for the user.\u003C\u002Fp\u003E\n\u003Cp\u003EAfter initial research, we also integrated Redux into the React app and designed it to be functional, independent and separable from the monolith that it was under.\u003C\u002Fp\u003E\n\u003Cp\u003EDuring the front-end rehaul, we organized all CSS styles into comprehensive stylesheets and enabled consistent CX across the application.\u003C\u002Fp\u003E\n\u003Ch3 id=\"rebuilding-a-robust-back-end\"\u003E\u003Ca href=\"#rebuilding-a-robust-back-end\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ERebuilding a robust back-end\u003C\u002Fh3\u003E\n\u003Cp\u003EOur consultants initiated back-end refactoring by separating JSON-serving endpoints and HTML-serving endpoints.\u003C\u002Fp\u003E\n\u003Cp\u003EWe optimized and reduced the overall response time by moving and monitoring all JSON serving endpoints, and studying the responses they were serving.\u003C\u002Fp\u003E\n\u003Cp\u003EBuilding a modular system and refactoring the codebase into separate modules across the application helped us reduce duplication.\u003C\u002Fp\u003E\n\u003Ch3 id=\"integrating-improved-app-features\"\u003E\u003Ca href=\"#integrating-improved-app-features\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIntegrating improved app features\u003C\u002Fh3\u003E\n\u003Cp\u003EWe developed and deployed some critical features for the application:\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003EMigrating the app from one location to serve multiple locations\u003C\u002Fli\u003E\n\u003Cli\u003EStreamlining driver allocation and routing systems to reduce driving time\u003C\u002Fli\u003E\n\u003Cli\u003EIncreasing driver occupancy through intelligent driver allocation and routing\u003C\u002Fli\u003E\n\u003Cli\u003EAutomating warehouse management to accelerate the shelf-to-pack time\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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+    <title>Genetic Direction - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--case-study-vue.d957455f.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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@@ -78,6 +78,6 @@ <h1 id="solutions"><a href="#solutions" aria-hidden="true"><span class="icon ico
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"34e508de40d4dfc6a14b352d62b3bce9","title":"Pdf Engine","clientId":5,"bannerText":"Innovative, data rich and highly customized PDFs, generated on demand based on user DNA profiles.","tech":"ruby,rails,hexapdf,prawnpdf,imagemagick","content":"\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Cp\u003EWith Genetic Direction, we had our first foray into DNA-driven precision medicine.\u003C\u002Fp\u003E\n\u003Cp\u003EGenetic Direction is on a mission to help people understand their bodies better, and learn how their DNA profiles uniquely influence aging, the ability to lose weight and micronutrients absorption. 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+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"34e508de40d4dfc6a14b352d62b3bce9","title":"Pdf Engine","clientId":5,"bannerText":"Innovative, data rich and highly customized PDFs, generated on demand based on user DNA profiles.","tech":"ruby,rails,hexapdf,prawnpdf,imagemagick","content":"\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Cp\u003EWith Genetic Direction, we had our first foray into DNA-driven precision medicine.\u003C\u002Fp\u003E\n\u003Cp\u003EGenetic Direction is on a mission to help people understand their bodies better, and learn how their DNA profiles uniquely influence aging, the ability to lose weight and micronutrients absorption. 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All requests for changes in the PDF were slow and inefficient, which was a bottleneck for their agility.\u003C\u002Fp\u003E\n\u003Cp\u003EWe had to find a workaround for these key challenges.\u003C\u002Fp\u003E\n\u003Ch1 id=\"our-research\"\u003E\u003Ca href=\"#our-research\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOur Research\u003C\u002Fh1\u003E\n\u003Cp\u003EDuring our research, we understood that the genetic reports needed graphical and dynamic content, based on the user’s profile. It was also important that these PDFs were simple and accessible.\u003C\u002Fp\u003E\n\u003Cp\u003EBefore their engagement with our team at Tarka Labs, Genetic Direction outsourced PDF generation to an external technology partner. They were planning to build a PDF engine and host it themselves to save their recurring costs from generating PDFs, but the big catch here was that the solution was not readily available and that their templates were quite complex (40 - 50 pages) with lots of dynamic data.\u003C\u002Fp\u003E\n\u003Cp\u003EWe proposed to build a proof of concept to assess the feasibility of such an engine that would meet all their needs.\u003C\u002Fp\u003E\n\u003Cp\u003EAfter 2 weeks of development (with 2 developers) and constant collaboration with the client on their requirements, we built a proof of concept engine that met all their possible needs for PDF generation.\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003EAbility to select a different page for a section based on the user’s DNA profiling info\u003C\u002Fli\u003E\n\u003Cli\u003EAbility to add sliders\u002Findicators (graphic elements) to selected pages based on the users DNA profiling info (user traits)\u003C\u002Fli\u003E\n\u003Cli\u003ECustomized footer and headers (with page numbers)\u003C\u002Fli\u003E\n\u003Cli\u003EIntegrated pie charts\u002Fbar diagrams\u003C\u002Fli\u003E\n\u003Cli\u003ECustomizable and hidden\u002Fopen sections based on the user’s gender\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Cp\u003EAfter validating our model for a standalone PDF engine, we proposed the estimated cost and duration to kick-start the project with 2 developers (one lead and one junior dev). Our team completed all the requirements in 5 weeks with 99% unit test coverage and visual function tests.\u003C\u002Fp\u003E\n\u003Cp\u003EHere’s how we enabled automated testing of generated PDFs.\u003C\u002Fp\u003E\n\u003Cdiv class=\"testimonial-placeholder\" data-id=\"3\"\u003E\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Cp\u003EThe PDF engine was built to be highly customizable for all kinds of documentation, across users. It's controlled by a JSON file that defines all the sections in order, and determines the templates to be used in each section. All the template names are variable and are controlled by the user data, when the report is generated.\u003C\u002Fp\u003E\n\u003Cp\u003EUser data also determines the pages that go into each section, and this information is dynamically stitched using PDF generation. Some pages need graphics for greater clarity and readability, so based on the user data, the appropriate chart is picked and placed in predefined parts of the page.\u003C\u002Fp\u003E\n\u003Cp\u003EOnce the pages are stitched, the engine adds the page numbers in the footer and adds a customized header.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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@@ -54,6 +54,6 @@ <h1 id="solution"><a href="#solution" aria-hidden="true"><span class="icon icon-
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"4f832b99277f092bdbca85f0c149cc79","title":"Hotstar","clientId":27,"bannerText":"How to build mobile user interfaces that are fluid?","tech":"swift, ios","content":"\u003Cstyle\u003E\n  figure {\n    text-align: center;\n  }\n  .casestudy figure img {\n      height:600px; \n      width: auto !important;\n    }\n\u003C\u002Fstyle\u003E\n\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"we-joined-hands-with-hotstar-in-augmenting-their-team-to-build-their-next-generation-mobile-experience\"\u003E\u003Ca href=\"#we-joined-hands-with-hotstar-in-augmenting-their-team-to-build-their-next-generation-mobile-experience\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWe joined hands with Hotstar in augmenting their team to build their next generation mobile experience\u003C\u002Fh2\u003E\n\u003Cp\u003EHotstar is an online video streaming platform that offers a variety of content, including drama, movies, and live sports. It is owned by The Walt Disney Company India and operated by Disney Streaming, both part of Disney Entertainment. Hotstar is one of the dominant streaming services in India, with over 300 million active users.\u003C\u002Fp\u003E\n\u003Cp\u003EIn their mission to build next generation mobile experience, Internal design team redesigned their mobile app for better user experience and to improve the user retention.\u003C\u002Fp\u003E\n\u003Cp\u003EAs experts in iOS development, we were engaged to enrich their internal team to make this redesign a reality with sound software development principles.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fhotstar\u002Fone.png\" alt=\"Hotstar mobile app view\" \u002F\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch1 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-will-you-organise-fluid-design-components-that-are-composable-customizable-and-reusable\"\u003E\u003Ca href=\"#how-will-you-organise-fluid-design-components-that-are-composable-customizable-and-reusable\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow will you organise fluid design components that are composable, customizable and reusable?\u003C\u002Fh2\u003E\n\u003Cp\u003EThe mobile application was designed with motion design principles. This means, every component will animate in harmony with other components based on the user interations like scroll, swipe and click. Building an iOS mobile application that is interaction rich with reusable components is not a simple task as it would need proper abstraction and well planned component composition.\u003C\u002Fp\u003E\n\u003Ch2 id=\"how-will-you-handle-different-animations-happening-at-the-same-time\"\u003E\u003Ca href=\"#how-will-you-handle-different-animations-happening-at-the-same-time\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow will you handle different animations happening at the same time?\u003C\u002Fh2\u003E\n\u003Ch3 id=\"gesture-based-animations\"\u003E\u003Ca href=\"#gesture-based-animations\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGesture-based animations\u003C\u002Fh3\u003E\n\u003Cp\u003EWe needed to implement both vertical as well as horizontal animations that could be triggered by a scroll gesture from the user. The type of animation in each direction was different - vertically, we needed a parallax animation, whereas horizontally, we needed a pan animation with crossfading and movement offsets.\nApart from the above, we also needed to support a slow panning gesture as well as a fast flick gesture, and also needed to auto-complete the animation when the pan gesture crossed a particular threshold. \u003C\u002Fp\u003E\n\u003Ch3 id=\"timed-animations\"\u003E\u003Ca href=\"#timed-animations\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETimed animations\u003C\u002Fh3\u003E\n\u003Cp\u003ENot only did the animations need to work when the user performed a scrolling action, they also needed to run on a fixed timed interval that was determined on the backend. We needed to ensure that the user-triggered and automated animations did not conflict with each other in any way.\u003C\u002Fp\u003E\n\u003Ch3 id=\"smooth-animations\"\u003E\u003Ca href=\"#smooth-animations\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESmooth animations\u003C\u002Fh3\u003E\n\u003Cp\u003ETo ensure that the animations were smooth without any perceptible lags or hiccups, we needed to synchronize the animation with the device's refresh rate, whether it was 60hz or 120hz on the latest models.\nReversible animations\nWe needed to ensure that the animation could be reversed to the starting position, if the user did not complete the pan gesture fully.\u003C\u002Fp\u003E\n\u003Ch3 id=\"infinite-scrolling\"\u003E\u003Ca href=\"#infinite-scrolling\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EInfinite scrolling\u003C\u002Fh3\u003E\n\u003Cp\u003EIf the user reached the end of the list of items in the masthead on either side, we needed to allow them to loop back to the start or end again.\u003C\u002Fp\u003E\n\u003Ch1 id=\"solution\"\u003E\u003Ca href=\"#solution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolution\u003C\u002Fh1\u003E\n\u003Cp\u003EGiven the multiple requirements and challenges, the solution was not as simple as just using the UIView animateWithDuration APIs to drive the animation. Here’s how we implemented it\u003C\u002Fp\u003E\n\u003Ch2 id=\"ui-view-hierarchy\"\u003E\u003Ca href=\"#ui-view-hierarchy\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUI view hierarchy\u003C\u002Fh2\u003E\n\u003Cp\u003EWe used a simple UITableView to host the contents of the home page, including the masthead component. UICollectionView was a no-go, because improvements that would allow us to use it for list-like UI, such as compositional layouts, were only introduced in iOS 13. This also meant that we had to use UIKit, and not SwiftUI as that was also an iOS 13 introduction.\u003C\u002Fp\u003E\n\u003Cp\u003EWithin the table view, each cell contained a separate component, and the masthead component was one such. The masthead itself consisted of a horizontally scrolling collection view. \u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fhotstar\u002Ftwo.png\" alt=\"Hotstar mobile app view\" \u002F\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch2 id=\"implementing-the-vertical-scroll-parallax-animation\"\u003E\u003Ca href=\"#implementing-the-vertical-scroll-parallax-animation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EImplementing the vertical scroll parallax animation\u003C\u002Fh2\u003E\n\u003Cp\u003EBecause the root view was a table view, we were able to listen to UIScrollView delegate methods and obtain the scroll offset using the \u003Ccode\u003EscrollView:didScroll\u003C\u002Fcode\u003E method. The current scroll offset was broadcast as an event using RxSwift, and was listened to by the masthead component. The component then further broadcast it to the current visible cell of the internal collection view, where we updated the auto layout constraints to move the necessary subviews in the opposite direction of the scroll, giving a parallax effect. \u003C\u002Fp\u003E\n\u003Cp\u003EWe used RxSwift instead of say NSNotifications, as the former allowed us to expose a type-safe BehaviourSubject containing a CGPoint of the current vertical offset. With Notifications, we would’ve needed to package the CGPoint in an untyped [String: Any] userinfo dictionary, and then cast the value when consuming the notification.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fhotstar\u002Fthree.gif\" alt=\"Hotstar mobile app view\" \u002F\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch2 id=\"implementing-the-user-triggered-horizontal-animation\"\u003E\u003Ca href=\"#implementing-the-user-triggered-horizontal-animation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EImplementing the user-triggered horizontal animation\u003C\u002Fh2\u003E\n\u003Cp\u003EThe first thing we did to support the custom animation that we wanted is to disable scrolling on the internal collection view, because we simply did not want the default scroll experience. \u003C\u002Fp\u003E\n\u003Cp\u003EInstead, we used a separate pan gesture, and manually transformed the collection view cells and its subviews when the gesture updated, to make it look like the collection view was scrolling during the animation. \u003C\u002Fp\u003E\n\u003Cp\u003EWhenever the pan gesture updated, we did the following:\nWe stored the “translation” of the pan gesture, aka the distance that the user has moved using the gesture\nTo ensure that the animation happened without any jitters or dropped frames, we used a CADisplayLink to drive it. When a display link is configured and added to the runloop, it gives us a callback everytime the screen is refreshed. In this callback, we calculated the progress of the animation based on the translation stored above. Since this happens on every refresh, no frames are missed out or dropped.\nWe then broadcast the progress to two individual cells - the current cell being animated out, and the next cell being animated in. They update their subviews accordingly - for example, the current cell would animate out the title to the side, and fade out its poster image. The next cell would animate in the title from the side, and fade in its poster.\u003C\u002Fp\u003E\n\u003Cp\u003EOnce the animation was complete, we then scrolled the collectionview to the new indexPath, albeit without any animation of its own, so that its internal state is up-to-date with what is on screen. \u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fhotstar\u002Ffour.gif\" alt=\"Hotstar mobile app view\" \u002F\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch2 id=\"implementing-the-automatic-horizontal-animation\"\u003E\u003Ca href=\"#implementing-the-automatic-horizontal-animation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EImplementing the automatic horizontal animation\u003C\u002Fh2\u003E\n\u003Cp\u003EWe used a Timer instance to automatically scroll the masthead on a fixed interval, when the user wasn't actively scrolling it.\u003C\u002Fp\u003E\n\u003Cp\u003EWhen the timer got fired, we simply unpaused the display link, allowing it to drive the animation from start to finish. Instead of using a gesture’s translation to calculate progress, we used the display link’s timestamp during each of its callbacks, to determine how much time has elapsed, and then using the animation’s total duration, we arrived at the progress. Once the animation was completed, we scheduled the timer again, so that it can run one more time as needed.\u003C\u002Fp\u003E\n\u003Cp\u003EIn some cases, we did not want the timer to fire. For example, if the user was performing some other action such as scrolling the tableview, we did not want to distract them with an auto-scrolling masthead. To achieve this, we added the timer to the main runloop using the default mode, as opposed to the common mode. In the default mode, the runloop is blocked by other events on it - in this case pausing the timer.  As an extra precaution, we also added a check to prevent it from activating whenever the pan gesture to manually scroll horizontally was active. \u003C\u002Fp\u003E\n\u003Ch1 id=\"outcome\"\u003E\u003Ca href=\"#outcome\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOutcome\u003C\u002Fh1\u003E\n\u003Cp\u003EThe redesigned UI of our client’s mobile app with a homepage layout consisting of both parallax vertical animations and a custom horizontal scroll transition is now available on iOS. In this day and age, it is critical for mobile apps to stand out with a polished UX that delights users, and we helped our client achieve just that with our implementation of the Masthead component\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"4f832b99277f092bdbca85f0c149cc79","title":"Hotstar","clientId":27,"bannerText":"How to build mobile user interfaces that are fluid?","tech":"swift, ios","content":"\u003Cstyle\u003E\n  figure {\n    text-align: center;\n  }\n  .casestudy figure img {\n      height:600px; \n      width: auto !important;\n    }\n\u003C\u002Fstyle\u003E\n\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"we-joined-hands-with-hotstar-in-augmenting-their-team-to-build-their-next-generation-mobile-experience\"\u003E\u003Ca href=\"#we-joined-hands-with-hotstar-in-augmenting-their-team-to-build-their-next-generation-mobile-experience\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWe joined hands with Hotstar in augmenting their team to build their next generation mobile experience\u003C\u002Fh2\u003E\n\u003Cp\u003EHotstar is an online video streaming platform that offers a variety of content, including drama, movies, and live sports. It is owned by The Walt Disney Company India and operated by Disney Streaming, both part of Disney Entertainment. Hotstar is one of the dominant streaming services in India, with over 300 million active users.\u003C\u002Fp\u003E\n\u003Cp\u003EIn their mission to build next generation mobile experience, Internal design team redesigned their mobile app for better user experience and to improve the user retention.\u003C\u002Fp\u003E\n\u003Cp\u003EAs experts in iOS development, we were engaged to enrich their internal team to make this redesign a reality with sound software development principles.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fhotstar\u002Fone.png\" alt=\"Hotstar mobile app view\" \u002F\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch1 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-will-you-organise-fluid-design-components-that-are-composable-customizable-and-reusable\"\u003E\u003Ca href=\"#how-will-you-organise-fluid-design-components-that-are-composable-customizable-and-reusable\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow will you organise fluid design components that are composable, customizable and reusable?\u003C\u002Fh2\u003E\n\u003Cp\u003EThe mobile application was designed with motion design principles. This means, every component will animate in harmony with other components based on the user interations like scroll, swipe and click. Building an iOS mobile application that is interaction rich with reusable components is not a simple task as it would need proper abstraction and well planned component composition.\u003C\u002Fp\u003E\n\u003Ch2 id=\"how-will-you-handle-different-animations-happening-at-the-same-time\"\u003E\u003Ca href=\"#how-will-you-handle-different-animations-happening-at-the-same-time\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow will you handle different animations happening at the same time?\u003C\u002Fh2\u003E\n\u003Ch3 id=\"gesture-based-animations\"\u003E\u003Ca href=\"#gesture-based-animations\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGesture-based animations\u003C\u002Fh3\u003E\n\u003Cp\u003EWe needed to implement both vertical as well as horizontal animations that could be triggered by a scroll gesture from the user. The type of animation in each direction was different - vertically, we needed a parallax animation, whereas horizontally, we needed a pan animation with crossfading and movement offsets.\nApart from the above, we also needed to support a slow panning gesture as well as a fast flick gesture, and also needed to auto-complete the animation when the pan gesture crossed a particular threshold. \u003C\u002Fp\u003E\n\u003Ch3 id=\"timed-animations\"\u003E\u003Ca href=\"#timed-animations\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETimed animations\u003C\u002Fh3\u003E\n\u003Cp\u003ENot only did the animations need to work when the user performed a scrolling action, they also needed to run on a fixed timed interval that was determined on the backend. We needed to ensure that the user-triggered and automated animations did not conflict with each other in any way.\u003C\u002Fp\u003E\n\u003Ch3 id=\"smooth-animations\"\u003E\u003Ca href=\"#smooth-animations\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESmooth animations\u003C\u002Fh3\u003E\n\u003Cp\u003ETo ensure that the animations were smooth without any perceptible lags or hiccups, we needed to synchronize the animation with the device's refresh rate, whether it was 60hz or 120hz on the latest models.\nReversible animations\nWe needed to ensure that the animation could be reversed to the starting position, if the user did not complete the pan gesture fully.\u003C\u002Fp\u003E\n\u003Ch3 id=\"infinite-scrolling\"\u003E\u003Ca href=\"#infinite-scrolling\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EInfinite scrolling\u003C\u002Fh3\u003E\n\u003Cp\u003EIf the user reached the end of the list of items in the masthead on either side, we needed to allow them to loop back to the start or end again.\u003C\u002Fp\u003E\n\u003Ch1 id=\"solution\"\u003E\u003Ca href=\"#solution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolution\u003C\u002Fh1\u003E\n\u003Cp\u003EGiven the multiple requirements and challenges, the solution was not as simple as just using the UIView animateWithDuration APIs to drive the animation. Here’s how we implemented it\u003C\u002Fp\u003E\n\u003Ch2 id=\"ui-view-hierarchy\"\u003E\u003Ca href=\"#ui-view-hierarchy\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUI view hierarchy\u003C\u002Fh2\u003E\n\u003Cp\u003EWe used a simple UITableView to host the contents of the home page, including the masthead component. UICollectionView was a no-go, because improvements that would allow us to use it for list-like UI, such as compositional layouts, were only introduced in iOS 13. This also meant that we had to use UIKit, and not SwiftUI as that was also an iOS 13 introduction.\u003C\u002Fp\u003E\n\u003Cp\u003EWithin the table view, each cell contained a separate component, and the masthead component was one such. The masthead itself consisted of a horizontally scrolling collection view. \u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fhotstar\u002Ftwo.png\" alt=\"Hotstar mobile app view\" \u002F\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch2 id=\"implementing-the-vertical-scroll-parallax-animation\"\u003E\u003Ca href=\"#implementing-the-vertical-scroll-parallax-animation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EImplementing the vertical scroll parallax animation\u003C\u002Fh2\u003E\n\u003Cp\u003EBecause the root view was a table view, we were able to listen to UIScrollView delegate methods and obtain the scroll offset using the \u003Ccode\u003EscrollView:didScroll\u003C\u002Fcode\u003E method. The current scroll offset was broadcast as an event using RxSwift, and was listened to by the masthead component. The component then further broadcast it to the current visible cell of the internal collection view, where we updated the auto layout constraints to move the necessary subviews in the opposite direction of the scroll, giving a parallax effect. \u003C\u002Fp\u003E\n\u003Cp\u003EWe used RxSwift instead of say NSNotifications, as the former allowed us to expose a type-safe BehaviourSubject containing a CGPoint of the current vertical offset. With Notifications, we would’ve needed to package the CGPoint in an untyped [String: Any] userinfo dictionary, and then cast the value when consuming the notification.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fhotstar\u002Fthree.gif\" alt=\"Hotstar mobile app view\" \u002F\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch2 id=\"implementing-the-user-triggered-horizontal-animation\"\u003E\u003Ca href=\"#implementing-the-user-triggered-horizontal-animation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EImplementing the user-triggered horizontal animation\u003C\u002Fh2\u003E\n\u003Cp\u003EThe first thing we did to support the custom animation that we wanted is to disable scrolling on the internal collection view, because we simply did not want the default scroll experience. \u003C\u002Fp\u003E\n\u003Cp\u003EInstead, we used a separate pan gesture, and manually transformed the collection view cells and its subviews when the gesture updated, to make it look like the collection view was scrolling during the animation. \u003C\u002Fp\u003E\n\u003Cp\u003EWhenever the pan gesture updated, we did the following:\nWe stored the “translation” of the pan gesture, aka the distance that the user has moved using the gesture\nTo ensure that the animation happened without any jitters or dropped frames, we used a CADisplayLink to drive it. When a display link is configured and added to the runloop, it gives us a callback everytime the screen is refreshed. In this callback, we calculated the progress of the animation based on the translation stored above. Since this happens on every refresh, no frames are missed out or dropped.\nWe then broadcast the progress to two individual cells - the current cell being animated out, and the next cell being animated in. They update their subviews accordingly - for example, the current cell would animate out the title to the side, and fade out its poster image. The next cell would animate in the title from the side, and fade in its poster.\u003C\u002Fp\u003E\n\u003Cp\u003EOnce the animation was complete, we then scrolled the collectionview to the new indexPath, albeit without any animation of its own, so that its internal state is up-to-date with what is on screen. \u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fhotstar\u002Ffour.gif\" alt=\"Hotstar mobile app view\" \u002F\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch2 id=\"implementing-the-automatic-horizontal-animation\"\u003E\u003Ca href=\"#implementing-the-automatic-horizontal-animation\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EImplementing the automatic horizontal animation\u003C\u002Fh2\u003E\n\u003Cp\u003EWe used a Timer instance to automatically scroll the masthead on a fixed interval, when the user wasn't actively scrolling it.\u003C\u002Fp\u003E\n\u003Cp\u003EWhen the timer got fired, we simply unpaused the display link, allowing it to drive the animation from start to finish. Instead of using a gesture’s translation to calculate progress, we used the display link’s timestamp during each of its callbacks, to determine how much time has elapsed, and then using the animation’s total duration, we arrived at the progress. Once the animation was completed, we scheduled the timer again, so that it can run one more time as needed.\u003C\u002Fp\u003E\n\u003Cp\u003EIn some cases, we did not want the timer to fire. For example, if the user was performing some other action such as scrolling the tableview, we did not want to distract them with an auto-scrolling masthead. To achieve this, we added the timer to the main runloop using the default mode, as opposed to the common mode. In the default mode, the runloop is blocked by other events on it - in this case pausing the timer.  As an extra precaution, we also added a check to prevent it from activating whenever the pan gesture to manually scroll horizontally was active. \u003C\u002Fp\u003E\n\u003Ch1 id=\"outcome\"\u003E\u003Ca href=\"#outcome\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOutcome\u003C\u002Fh1\u003E\n\u003Cp\u003EThe redesigned UI of our client’s mobile app with a homepage layout consisting of both parallax vertical animations and a custom horizontal scroll transition is now available on iOS. In this day and age, it is critical for mobile apps to stand out with a polished UX that delights users, and we helped our client achieve just that with our implementation of the Masthead component\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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diff --git a/works/ideo/index.html b/works/ideo/index.html
index 061c45d7..7823878b 100644
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+++ b/works/ideo/index.html
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 <!DOCTYPE html>
 <html data-html-server-rendered="true" lang="en" data-vue-tag="%7B%22lang%22:%7B%22ssr%22:%22en%22%7D%7D">
   <head>
-    <title>IDEO - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--case-study-vue.d957455f.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
+    <title>IDEO - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--case-study-vue.d957455f.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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         <a href="/" class="noscript-logo">Tarka <br />_Labs</a>
@@ -61,6 +61,6 @@ <h1 id="demo"><a href="#demo" aria-hidden="true"><span class="icon icon-link"></
     /
     <a href="/projects" data-v-665d3c9f>more <br data-v-665d3c9f>
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+    <title>IFAD - Tarka Labs</title><meta name="gridsome:hash" content="84515f0f4d4ac3937a680eb1b2141452079720f3"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.51422ad2.css" as="style"><link rel="preload" href="/assets/js/app.3f13d6d0.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--case-study-vue.d957455f.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.51422ad2.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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@@ -48,6 +48,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
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@@ -54,6 +54,6 @@ <h1>Uh oh! Looks like <span>JavaScript</span> is disabled.</h1>
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     <a href="/projects" data-v-665d3c9f>more <br data-v-665d3c9f>
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@@ -53,6 +53,6 @@ <h2 id="engine"><a href="#engine" aria-hidden="true"><span class="icon icon-link
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"ea57acc89347f4d374cb0510b188e208","title":"Messaging Solutions Provider","clientId":11,"bannerText":"Golang based SMS Engine & Elixir based Campaign manager for a Messaging Solution Provider","tech":"","content":"\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Cp\u003EOur client was a messaging solution provider. They had a partially completed platform with ruby and microservices, a node.js based engine that connected to the SMS gateways and a campaign management system written in PHP.\u003C\u002Fp\u003E\n\u003Cp\u003EThe campaign management system did not quite integrate with the rest of the platform. 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diff --git a/works/modus/index.html b/works/modus/index.html
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-    <title>Modus - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--case-study-vue.d957455f.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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@@ -54,6 +54,6 @@ <h1 id="solutions"><a href="#solutions" aria-hidden="true"><span class="icon ico
     /
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-    <title>Social Lab - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--case-study-vue.d957455f.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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@@ -102,6 +102,6 @@ <h2 id="in-retrospect"><a href="#in-retrospect" aria-hidden="true"><span class="
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"4d31c64fde8ed6e1d9de4d8761706081","title":"Saksham Inception","clientId":21,"bannerText":"How we helped a plastic recycling platform and its producers comply with Extended Producer Responsibility (EPR) norms.","tech":"whiteboard,sketch,trello","content":"\u003Ch1 id=\"social-lab-discovery\"\u003E\u003Ca href=\"#social-lab-discovery\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESocial Lab Discovery\u003C\u002Fh1\u003E\n\u003Ch2 id=\"debrief\"\u003E\u003Ca href=\"#debrief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDebrief\u003C\u002Fh2\u003E\n\u003Cblockquote\u003E\n\u003Cp\u003E\u003Cstrong\u003EWhat do we mean by \"Product Discovery\"?\u003C\u002Fstrong\u003E \u003Cbr\u002F\u003E\u003Cbr\u002F\u003E\nWhen a product visionary wants to work with us to bring his or her ideas to life, we conduct a \"Discovery\" exercise to understand, analyse and validate their vision and translate them into artifacts like screen mockups, epics, and stories with project estimates &#x26; architecture suggestions. This discovery exercise usually takes a week depending on the complexity of the idea.\u003C\u002Fp\u003E\n\u003C\u002Fblockquote\u003E\n\u003Cp\u003ERahul Juware, founder of \u003Ca href=\"https:\u002F\u002Fsocial-lab.in\u002F\" target=\"_blank\"\u003ESocial Labs\u003C\u002Fa\u003E approached us with a vision to redefine the way recyclable plastic is processed in India. He envisioned a software platform where recyclers, scrap dealers, and manufacturers could collaborate to better track and trace collected waste, and further recycle them.\u003C\u002Fp\u003E\n\u003Cp\u003EAs with any other engagement in Tarka Labs, we suggested that our discovery team would spend \u003Cstrong\u003E3 days\u003C\u002Fstrong\u003E to get into the details of his idea with the following outcomes at the end of this exercise. We promised to:\u003C\u002Fp\u003E\n\u003Col\u003E\n\u003Cli\u003ENurture and validate the founder's early idea into a detailed action plan, with a well designed system\u003C\u002Fli\u003E\n\u003Cli\u003ECreate personas to represent the different actors of the end system\u003C\u002Fli\u003E\n\u003Cli\u003ECreate user flows to capture all possibilities and business cases\u003C\u002Fli\u003E\n\u003Cli\u003EBuild low-fidelity screen mock-ups to transform the user flows to user interactions\u003C\u002Fli\u003E\n\u003Cli\u003ECreate epics and break them down into stories to gauge the size of the development effort\u003C\u002Fli\u003E\n\u003Cli\u003EIdentify parallel streams of development in epics and stories, estimate them (we used t-shirt sizes) and create a realistic project plan\u003C\u002Fli\u003E\n\u003Cli\u003EDraft an extensible data model to meets the current needs of the project\u003C\u002Fli\u003E\n\u003C\u002Fol\u003E\n\u003Cp\u003EFollowing a go-ahead from the client, we kick-started the discovery phase with Sudhakar (Principal Consultant), Harman (Lead Consultant) and Gopi Raja (UX &#x26; UI Designer) as part of the team.\u003C\u002Fp\u003E\n\u003Cdiv class=\"testimonial-placeholder\" data-id=\"6\"\u003E\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"our-approach\"\u003E\u003Ca href=\"#our-approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOur Approach\u003C\u002Fh1\u003E\n\u003Ch2 id=\"understanding-the-scope\"\u003E\u003Ca href=\"#understanding-the-scope\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUnderstanding the scope\u003C\u002Fh2\u003E\n\u003Cp\u003EArmed with white charts, markers, and sticky notes, we kicked off an initial discussion with the founder to extensively document his product idea.\u003C\u002Fp\u003E\n\u003Cp\u003EWe ran focused daily sessions of 2 hours (per day) to discuss, brainstorm, and decide on different functional aspects of the platform.\u003C\u002Fp\u003E\n\u003Cp\u003EBeing part of a discovery team is at once inspiring and exhausting. Our deep discussions yielded deeper clarifications, and over the course of our sessions, we managed to pin essential workflows and details on the drawing board. So much so that we almost lost track of time and ended up staying atleast a couple of hours longer than planned each day.\u003C\u002Fp\u003E\n\u003Cp\u003EAt the end of 3 days, our team came out victorious with greater clarity and a stronger understanding of the scope and shortcomings of the envisioned idea.\u003C\u002Fp\u003E\n\u003Ch2 id=\"the-artifacts\"\u003E\u003Ca href=\"#the-artifacts\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe Artifacts\u003C\u002Fh2\u003E\n\u003Cp\u003EDuring the discussions, our consultants constantly took notes and sketched out flows on the whiteboard to create the following artifacts.\u003C\u002Fp\u003E\n\u003Ch3 id=\"goals-workflows--personas\"\u003E\u003Ca href=\"#goals-workflows--personas\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGoals, Workflows &#x26; Personas\u003C\u002Fh3\u003E\n\u003Cp\u003EOur first step was to understand the goal of the system, drill down into different work flows, finally identify the actors in the system, and their intentions and interactions. We charted these out and improved the goals, workflows, and personas over the course of three days.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fsocial-lab\u002Fgoals.jpg\" alt=\"System Goals\" \u002F\u003E\n  \u003Cfigcaption\u003ESystem Goals\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fsocial-lab\u002Fpersona-workflow.jpg\" alt=\"Personas & User Worflows\" \u002F\u003E\n  \u003Cfigcaption\u003ENon Recyclable Plastic Flow\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch3 id=\"screen-mockups\"\u003E\u003Ca href=\"#screen-mockups\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EScreen Mockups\u003C\u002Fh3\u003E\n\u003Cp\u003EEarly into our discovery process, we realised that there was a clear need for a web app (for Administrators and Suppliers) and a mobile app (for recyclers and scrap dealers).Based on our defined user interactions and their sub-goals, we were able to create mock screens and design flows that could help users achieve their goals better.\u003C\u002Fp\u003E\n\u003Cp\u003EWe digitally created mockups at the end of the discovery process, and came up with the below ideas.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fsocial-lab\u002Fweb-mockup.jpg\" alt=\"Web App screen interactions\" \u002F\u003E\n  \u003Cfigcaption\u003EWeb App Mockup Designs\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fsocial-lab\u002Fmobile-mockup.jpg\" alt=\"Mobile App screen interactions\" \u002F\u003E\n  \u003Cfigcaption\u003EMobile App Mockup Designs\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch3 id=\"epics--stories\"\u003E\u003Ca href=\"#epics--stories\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EEpics &#x26; Stories\u003C\u002Fh3\u003E\n\u003Cp\u003EOnce our user flows were nailed down, we moved on to the next logical step of identifying epics and breaking them down into smaller epics and their constituent stories. As part of this process, we added our best guesstimates (relative sizing of cards) based on T-Shirt sizes (S, M, L, and XL) on the effort involved in achieving these objectives. Cards that were bigger than XL were further broken down with details, to simplify their scope.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fsocial-lab\u002Fepics-cards.jpg\" alt=\"Epics and Cards\" \u002F\u003E\n  \u003Cfigcaption\u003EEpics & Cards with estimates\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Cp\u003EFrom here, it was quite easy for the team and the founder to understand the effort that it would take to bring the product idea to life. Based on the possible parallel development streams, we also came up with a range to estimate the cost of building the product.\u003C\u002Fp\u003E\n\u003Ch2 id=\"in-retrospect\"\u003E\u003Ca href=\"#in-retrospect\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIn Retrospect\u003C\u002Fh2\u003E\n\u003Cp\u003EOverall, the discovery engagement was executed almost as planned. Rahul was happy with the exercise, as it gave him and his investors absolute clarity on the cost, effort, feasibility, and complexity of implementing the product idea.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"4d31c64fde8ed6e1d9de4d8761706081","title":"Saksham Inception","clientId":21,"bannerText":"How we helped a plastic recycling platform and its producers comply with Extended Producer Responsibility (EPR) norms.","tech":"whiteboard,sketch,trello","content":"\u003Ch1 id=\"social-lab-discovery\"\u003E\u003Ca href=\"#social-lab-discovery\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESocial Lab Discovery\u003C\u002Fh1\u003E\n\u003Ch2 id=\"debrief\"\u003E\u003Ca href=\"#debrief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDebrief\u003C\u002Fh2\u003E\n\u003Cblockquote\u003E\n\u003Cp\u003E\u003Cstrong\u003EWhat do we mean by \"Product Discovery\"?\u003C\u002Fstrong\u003E \u003Cbr\u002F\u003E\u003Cbr\u002F\u003E\nWhen a product visionary wants to work with us to bring his or her ideas to life, we conduct a \"Discovery\" exercise to understand, analyse and validate their vision and translate them into artifacts like screen mockups, epics, and stories with project estimates &#x26; architecture suggestions. This discovery exercise usually takes a week depending on the complexity of the idea.\u003C\u002Fp\u003E\n\u003C\u002Fblockquote\u003E\n\u003Cp\u003ERahul Juware, founder of \u003Ca href=\"https:\u002F\u002Fsocial-lab.in\u002F\" target=\"_blank\"\u003ESocial Labs\u003C\u002Fa\u003E approached us with a vision to redefine the way recyclable plastic is processed in India. He envisioned a software platform where recyclers, scrap dealers, and manufacturers could collaborate to better track and trace collected waste, and further recycle them.\u003C\u002Fp\u003E\n\u003Cp\u003EAs with any other engagement in Tarka Labs, we suggested that our discovery team would spend \u003Cstrong\u003E3 days\u003C\u002Fstrong\u003E to get into the details of his idea with the following outcomes at the end of this exercise. We promised to:\u003C\u002Fp\u003E\n\u003Col\u003E\n\u003Cli\u003ENurture and validate the founder's early idea into a detailed action plan, with a well designed system\u003C\u002Fli\u003E\n\u003Cli\u003ECreate personas to represent the different actors of the end system\u003C\u002Fli\u003E\n\u003Cli\u003ECreate user flows to capture all possibilities and business cases\u003C\u002Fli\u003E\n\u003Cli\u003EBuild low-fidelity screen mock-ups to transform the user flows to user interactions\u003C\u002Fli\u003E\n\u003Cli\u003ECreate epics and break them down into stories to gauge the size of the development effort\u003C\u002Fli\u003E\n\u003Cli\u003EIdentify parallel streams of development in epics and stories, estimate them (we used t-shirt sizes) and create a realistic project plan\u003C\u002Fli\u003E\n\u003Cli\u003EDraft an extensible data model to meets the current needs of the project\u003C\u002Fli\u003E\n\u003C\u002Fol\u003E\n\u003Cp\u003EFollowing a go-ahead from the client, we kick-started the discovery phase with Sudhakar (Principal Consultant), Harman (Lead Consultant) and Gopi Raja (UX &#x26; UI Designer) as part of the team.\u003C\u002Fp\u003E\n\u003Cdiv class=\"testimonial-placeholder\" data-id=\"6\"\u003E\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"our-approach\"\u003E\u003Ca href=\"#our-approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOur Approach\u003C\u002Fh1\u003E\n\u003Ch2 id=\"understanding-the-scope\"\u003E\u003Ca href=\"#understanding-the-scope\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUnderstanding the scope\u003C\u002Fh2\u003E\n\u003Cp\u003EArmed with white charts, markers, and sticky notes, we kicked off an initial discussion with the founder to extensively document his product idea.\u003C\u002Fp\u003E\n\u003Cp\u003EWe ran focused daily sessions of 2 hours (per day) to discuss, brainstorm, and decide on different functional aspects of the platform.\u003C\u002Fp\u003E\n\u003Cp\u003EBeing part of a discovery team is at once inspiring and exhausting. Our deep discussions yielded deeper clarifications, and over the course of our sessions, we managed to pin essential workflows and details on the drawing board. So much so that we almost lost track of time and ended up staying atleast a couple of hours longer than planned each day.\u003C\u002Fp\u003E\n\u003Cp\u003EAt the end of 3 days, our team came out victorious with greater clarity and a stronger understanding of the scope and shortcomings of the envisioned idea.\u003C\u002Fp\u003E\n\u003Ch2 id=\"the-artifacts\"\u003E\u003Ca href=\"#the-artifacts\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EThe Artifacts\u003C\u002Fh2\u003E\n\u003Cp\u003EDuring the discussions, our consultants constantly took notes and sketched out flows on the whiteboard to create the following artifacts.\u003C\u002Fp\u003E\n\u003Ch3 id=\"goals-workflows--personas\"\u003E\u003Ca href=\"#goals-workflows--personas\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGoals, Workflows &#x26; Personas\u003C\u002Fh3\u003E\n\u003Cp\u003EOur first step was to understand the goal of the system, drill down into different work flows, finally identify the actors in the system, and their intentions and interactions. We charted these out and improved the goals, workflows, and personas over the course of three days.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fsocial-lab\u002Fgoals.jpg\" alt=\"System Goals\" \u002F\u003E\n  \u003Cfigcaption\u003ESystem Goals\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fsocial-lab\u002Fpersona-workflow.jpg\" alt=\"Personas & User Worflows\" \u002F\u003E\n  \u003Cfigcaption\u003ENon Recyclable Plastic Flow\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch3 id=\"screen-mockups\"\u003E\u003Ca href=\"#screen-mockups\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EScreen Mockups\u003C\u002Fh3\u003E\n\u003Cp\u003EEarly into our discovery process, we realised that there was a clear need for a web app (for Administrators and Suppliers) and a mobile app (for recyclers and scrap dealers).Based on our defined user interactions and their sub-goals, we were able to create mock screens and design flows that could help users achieve their goals better.\u003C\u002Fp\u003E\n\u003Cp\u003EWe digitally created mockups at the end of the discovery process, and came up with the below ideas.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fsocial-lab\u002Fweb-mockup.jpg\" alt=\"Web App screen interactions\" \u002F\u003E\n  \u003Cfigcaption\u003EWeb App Mockup Designs\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fsocial-lab\u002Fmobile-mockup.jpg\" alt=\"Mobile App screen interactions\" \u002F\u003E\n  \u003Cfigcaption\u003EMobile App Mockup Designs\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch3 id=\"epics--stories\"\u003E\u003Ca href=\"#epics--stories\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EEpics &#x26; Stories\u003C\u002Fh3\u003E\n\u003Cp\u003EOnce our user flows were nailed down, we moved on to the next logical step of identifying epics and breaking them down into smaller epics and their constituent stories. As part of this process, we added our best guesstimates (relative sizing of cards) based on T-Shirt sizes (S, M, L, and XL) on the effort involved in achieving these objectives. Cards that were bigger than XL were further broken down with details, to simplify their scope.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fsocial-lab\u002Fepics-cards.jpg\" alt=\"Epics and Cards\" \u002F\u003E\n  \u003Cfigcaption\u003EEpics & Cards with estimates\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Cp\u003EFrom here, it was quite easy for the team and the founder to understand the effort that it would take to bring the product idea to life. Based on the possible parallel development streams, we also came up with a range to estimate the cost of building the product.\u003C\u002Fp\u003E\n\u003Ch2 id=\"in-retrospect\"\u003E\u003Ca href=\"#in-retrospect\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIn Retrospect\u003C\u002Fh2\u003E\n\u003Cp\u003EOverall, the discovery engagement was executed almost as planned. Rahul was happy with the exercise, as it gave him and his investors absolute clarity on the cost, effort, feasibility, and complexity of implementing the product idea.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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-    <title>Trazaar - Tarka Labs</title><meta name="gridsome:hash" content="443a2f4d90dd2ef6682f7cb88e5c0118feca069f"><meta data-vue-tag="ssr" charset="utf-8"><meta data-vue-tag="ssr" name="generator" content="Gridsome v0.7.23"><meta data-vue-tag="ssr" data-key="viewport" name="viewport" content="width=device-width, initial-scale=1, viewport-fit=cover"><meta data-vue-tag="ssr" data-key="format-detection" name="format-detection" content="telephone=no"><meta data-vue-tag="ssr" name="viewport" content="width=device-width, initial-scale=1.0"><link data-vue-tag="ssr" rel="icon" href="data:,"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="16x16" href="/assets/static/favicon.ce0531f.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="32x32" href="/assets/static/favicon.ac8d93a.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="icon" type="image/png" sizes="96x96" href="/assets/static/favicon.b9532cc.92f6d0f06feb6aec5e019521ff224fd8.png"><link data-vue-tag="ssr" rel="apple-touch-icon" type="image/png" sizes="76x76" href="/assets/static/favicon.f22e9f3.92f6d0f06feb6aec5e019521ff224fd8.png"><link rel="preload" href="/assets/css/0.styles.835349f8.css" as="style"><link rel="preload" href="/assets/js/app.bef4d609.js" as="script"><link rel="preload" href="/assets/js/page--src--templates--case-study-vue.d957455f.js" as="script"><link rel="stylesheet" href="/assets/css/0.styles.835349f8.css"><noscript data-vue-tag="ssr"><style>.g-image--loading{display:none;}</style></noscript>
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@@ -48,6 +48,6 @@ <h1 id="outcome"><a href="#outcome" aria-hidden="true"><span class="icon icon-li
     /
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diff --git a/works/trazaar/index.html.gz b/works/trazaar/index.html.gz
index 3f42cae274f908b47266edb355e7d12271d44d89..b57a4660f683591306da659ab2d503a42db5ab91 100644
GIT binary patch
delta 3691
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"b1ad50216889135ae4eccb09a4ad0dbc","title":"Tunecore","clientId":9,"bannerText":"We transcoded 8,000,000 tracks in under 3 weeks for Tunecore.","tech":"ruby,rails,react,storybook,aws","content":"\u003Cdiv style=\"width: 100%; height: 50vmin; margin-top: 120px; background-color: black;\"\u003E\n  \u003Ciframe \n    style=\"width: 100%; height: 100%\"\n    src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F808600635?h=52896e4983&amp;badge=0&amp;autopause=0&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Transcoding Solution\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"building-one-of-the-worlds-biggest-distribution-systems\"\u003E\u003Ca href=\"#building-one-of-the-worlds-biggest-distribution-systems\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilding one of the world’s biggest distribution systems.\u003C\u002Fh2\u003E\n\u003Cp\u003E\u003Cstrong\u003ETunecore\u003C\u002Fstrong\u003E is a New York-based independent music distribution and publishing service with over 250,000 artists on its roster, generating over \u003Ca href=\"https:\u002F\u002Fvariety.com\u002F2020\u002Fdigital\u002Fnews\u002Ftunecore-passes-2-billion-in-revenue-1234806047\u002F\" target=\"_blank\"\u003E$2 Billion in revenue\u003C\u002Fa\u003E for its artists, and more than 200 billion streams and downloads.\u003C\u002Fp\u003E\n\u003Cp\u003EFollowing Believe Music's (AKA Believe Digital) acquisition of Tunecore, we were involved in making progressive changes and planning Tunecore’s cutover into Believe’s expansive digital music distribution system.\u003C\u002Fp\u003E\n\u003Cp\u003ETunecore and Believe together have a formidable digital supply chain that covers Apple Music, Spotify, Tidal, Amazon Music, Youtube Music, Pandora, Tiktok and over 150 other digital partners.\u003C\u002Fp\u003E\n\u003Cp\u003EOur brief was challenging, and involved:\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003EModernizing Tunecore’s distribution system to the latest standards\u003C\u002Fli\u003E\n\u003Cli\u003EOptimizing and simplifying feature addition, and building it to scale\u003C\u002Fli\u003E\n\u003Cli\u003EDriving cost efficiencies by unifying common platform features\u003C\u002Fli\u003E\n\u003Cli\u003EFlexible cutover planning into Believe’s global distribution platform\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch1 id=\"background\"\u003E\u003Ca href=\"#background\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBackground\u003C\u002Fh1\u003E\n\u003Ch2 id=\"why-every-second-matters-in-music-distribution\"\u003E\u003Ca href=\"#why-every-second-matters-in-music-distribution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWhy every second matters in music distribution.\u003C\u002Fh2\u003E\n\u003Cp\u003EDistribution systems have rapidly evolved with the music industry, and the digital revolution has replaced traditional systems (from the CD era) with digital stakeholders and platforms to bridge the gap between creators and their audiences.\u003C\u002Fp\u003E\n\u003Cp\u003EDigital music distribution is incredibly competitive, and optimizing the timeline between mastering and distribution is crucial.\u003C\u002Fp\u003E\n\u003Cp\u003ESample this - over \u003Cstrong\u003E14.6 million tracks\u003C\u002Fstrong\u003E are uploaded to Spotify every year (that’s 40,000 songs in a day) - and most of these uploads are processed through independent music distribution platforms like Tunecore.\u003C\u002Fp\u003E\n\u003Cp\u003ETunecore helps hundreds of thousands of independent artists send their digital assets to diverse digital partners, and publishes their catalog across marketplaces, stores and streaming services online.\u003C\u002Fp\u003E\n\u003Cp\u003EBut this is where it gets complex.\u003C\u002Fp\u003E\n\u003Cp\u003EDigital ingestion systems aren’t standardized across retailers, making it essential for XML or DDEX delivery specifications and the transcoding processes to be precise. And when two of the biggest players, Believe and Tunecore, bring their catalogs and systems together - accuracy is everything.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh1\u003E\n\u003Ch2 id=\"what-we-anticipated-along-the-journey\"\u003E\u003Ca href=\"#what-we-anticipated-along-the-journey\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWhat we anticipated along the journey.\u003C\u002Fh2\u003E\n\u003Cp\u003EOur primary challenge was with a backfill process that we had to initiate.\u003C\u002Fp\u003E\n\u003Ch3 id=\"high-volume-backfill\"\u003E\u003Ca href=\"#high-volume-backfill\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHigh Volume Backfill\u003C\u002Fh3\u003E\n\u003Cp\u003ETunecore had to transfer a backlog of 8 million songs to Believe’s backend, and their catalog albums and tracks had unique identifiers that had to be streamlined and standardized to the requirements of the new system.\u003C\u002Fp\u003E\n\u003Ch3 id=\"metadata-variances\"\u003E\u003Ca href=\"#metadata-variances\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EMetadata Variances\u003C\u002Fh3\u003E\n\u003Cp\u003EIn our roadmap for accelerating the transcoding process, we anticipated issues with metadata variances between digital retailers.\u003C\u002Fp\u003E\n\u003Ch3 id=\"disparate-ingestion-systems\"\u003E\u003Ca href=\"#disparate-ingestion-systems\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDisparate Ingestion Systems\u003C\u002Fh3\u003E\n\u003Cp\u003EThe ingestion systems across retailers, marketplaces and services have unique delivery specifications, and this was a challenge we had to take into account while planning our transcoding pipeline.\u003C\u002Fp\u003E\n\u003Ch1 id=\"research\"\u003E\u003Ca href=\"#research\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EResearch\u003C\u002Fh1\u003E\n\u003Ch2 id=\"finding-solutions-with-the-future-in-mind\"\u003E\u003Ca href=\"#finding-solutions-with-the-future-in-mind\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EFinding solutions with the future in mind.\u003C\u002Fh2\u003E\n\u003Cp\u003EOur research was extensively focused on studying the current systems used by Tunecore and Believe, in order to explore alternatives that could help improve cost efficiencies and allow the system to scale seamlessly.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Ftunecore\u002Ftunecore_dist_testingbefore.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Cp\u003EWe also had to study existing and new metadata standards like XML and DDEX to streamline the product and release data, and make the files easy to access, catalog and transfer.\u003C\u002Fp\u003E\n\u003Cp\u003ESince accelerated transcoding was a key component, we explored prepackaged transcoding services like AWS Lambda and Elastic Transcoder.\u003C\u002Fp\u003E\n\u003Ch1 id=\"advice\"\u003E\u003Ca href=\"#advice\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAdvice\u003C\u002Fh1\u003E\n\u003Cp\u003EOur recommendations included AWS Lambda for on-demand transcoding and AWS SQS for queue processing to handle high volume transfers.\u003C\u002Fp\u003E\n\u003Cp\u003ETo future-proof the system, we also recommended AWS Cloudwatch for monitoring pipelines and scaling, so that it could handle loads of upto 500,000 MAU.\u003C\u002Fp\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-we-reengineered-the-mechanics-of-music-distribution\"\u003E\u003Ca href=\"#how-we-reengineered-the-mechanics-of-music-distribution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow we reengineered the mechanics of music distribution.\u003C\u002Fh2\u003E\n\u003Cp\u003EWith an eye on performance improvement and complete modernization, our team set to work.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Ftunecore\u002Ftunecore_dist_distribution.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"refactored-the-distribution-system\"\u003E\u003Ca href=\"#refactored-the-distribution-system\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ERefactored the distribution system\u003C\u002Fh3\u003E\n\u003Cp\u003ETo modernize and drive faster iterations on the overall infrastructure and database design, we extracted and refactored the distribution system from the current application to its own microservice.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Ftunecore\u002Ftunecore_dist_scaling.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"optimized-the-system-for-scalability\"\u003E\u003Ca href=\"#optimized-the-system-for-scalability\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOptimized the system for scalability\u003C\u002Fh3\u003E\n\u003Cp\u003EDigital music distribution is a rapidly growing space, with increasing YoY growth and escalating demand. We adopted AWS services into the current system to enable on-demand scaling through its supported services\u002Ffeatures.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Ftunecore\u002Ftunecore_dist_testing.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"accelerated-the-transcoding-process\"\u003E\u003Ca href=\"#accelerated-the-transcoding-process\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAccelerated the transcoding process\u003C\u002Fh3\u003E\n\u003Cp\u003EAs part of our progressive changes, we also extracted transcoding into its own service. After evaluating AWS elastic transcoding, we settled on using AWS Lambda, which masters WAV files to FLAC using FFmpeg and extracts metadata from audio files through MediaInfo.\u003C\u002Fp\u003E\n\u003Cp\u003EOver the project lifecycle, we’ve also driven better observability and improved test coverage from as low as 30% to 80%.\u003C\u002Fp\u003E\n\u003Ch1 id=\"outcomes\"\u003E\u003Ca href=\"#outcomes\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOutcomes\u003C\u002Fh1\u003E\n\u003Ch2 id=\"empowering-creators-with-improved-efficiency\"\u003E\u003Ca href=\"#empowering-creators-with-improved-efficiency\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EEmpowering creators with improved efficiency.\u003C\u002Fh2\u003E\n\u003Cp\u003ETrue to our vision, our extractions and implementation drastically reduced the transcoding time and paved the way for optimized, better performance.\u003C\u002Fp\u003E\n\u003Cp\u003EWe were able to significantly minimize the timeline for transcoding and distribution, helping Believe, Tunecore and their thousands of artists deliver music to their audiences at scale.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"b1ad50216889135ae4eccb09a4ad0dbc","title":"Tunecore","clientId":9,"bannerText":"We transcoded 8,000,000 tracks in under 3 weeks for Tunecore.","tech":"ruby,rails,react,storybook,aws","content":"\u003Cdiv style=\"width: 100%; height: 50vmin; margin-top: 120px; background-color: black;\"\u003E\n  \u003Ciframe \n    style=\"width: 100%; height: 100%\"\n    src=\"https:\u002F\u002Fplayer.vimeo.com\u002Fvideo\u002F808600635?h=52896e4983&amp;badge=0&amp;autopause=0&amp;player_id=0&amp;app_id=58479\" frameborder=\"0\" allow=\"autoplay; fullscreen; picture-in-picture\" allowfullscreen title=\"Transcoding Solution\"\u003E\u003C\u002Fiframe\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"brief\"\u003E\u003Ca href=\"#brief\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBrief\u003C\u002Fh1\u003E\n\u003Ch2 id=\"building-one-of-the-worlds-biggest-distribution-systems\"\u003E\u003Ca href=\"#building-one-of-the-worlds-biggest-distribution-systems\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBuilding one of the world’s biggest distribution systems.\u003C\u002Fh2\u003E\n\u003Cp\u003E\u003Cstrong\u003ETunecore\u003C\u002Fstrong\u003E is a New York-based independent music distribution and publishing service with over 250,000 artists on its roster, generating over \u003Ca href=\"https:\u002F\u002Fvariety.com\u002F2020\u002Fdigital\u002Fnews\u002Ftunecore-passes-2-billion-in-revenue-1234806047\u002F\" target=\"_blank\"\u003E$2 Billion in revenue\u003C\u002Fa\u003E for its artists, and more than 200 billion streams and downloads.\u003C\u002Fp\u003E\n\u003Cp\u003EFollowing Believe Music's (AKA Believe Digital) acquisition of Tunecore, we were involved in making progressive changes and planning Tunecore’s cutover into Believe’s expansive digital music distribution system.\u003C\u002Fp\u003E\n\u003Cp\u003ETunecore and Believe together have a formidable digital supply chain that covers Apple Music, Spotify, Tidal, Amazon Music, Youtube Music, Pandora, Tiktok and over 150 other digital partners.\u003C\u002Fp\u003E\n\u003Cp\u003EOur brief was challenging, and involved:\u003C\u002Fp\u003E\n\u003Cul\u003E\n\u003Cli\u003EModernizing Tunecore’s distribution system to the latest standards\u003C\u002Fli\u003E\n\u003Cli\u003EOptimizing and simplifying feature addition, and building it to scale\u003C\u002Fli\u003E\n\u003Cli\u003EDriving cost efficiencies by unifying common platform features\u003C\u002Fli\u003E\n\u003Cli\u003EFlexible cutover planning into Believe’s global distribution platform\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch1 id=\"background\"\u003E\u003Ca href=\"#background\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EBackground\u003C\u002Fh1\u003E\n\u003Ch2 id=\"why-every-second-matters-in-music-distribution\"\u003E\u003Ca href=\"#why-every-second-matters-in-music-distribution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWhy every second matters in music distribution.\u003C\u002Fh2\u003E\n\u003Cp\u003EDistribution systems have rapidly evolved with the music industry, and the digital revolution has replaced traditional systems (from the CD era) with digital stakeholders and platforms to bridge the gap between creators and their audiences.\u003C\u002Fp\u003E\n\u003Cp\u003EDigital music distribution is incredibly competitive, and optimizing the timeline between mastering and distribution is crucial.\u003C\u002Fp\u003E\n\u003Cp\u003ESample this - over \u003Cstrong\u003E14.6 million tracks\u003C\u002Fstrong\u003E are uploaded to Spotify every year (that’s 40,000 songs in a day) - and most of these uploads are processed through independent music distribution platforms like Tunecore.\u003C\u002Fp\u003E\n\u003Cp\u003ETunecore helps hundreds of thousands of independent artists send their digital assets to diverse digital partners, and publishes their catalog across marketplaces, stores and streaming services online.\u003C\u002Fp\u003E\n\u003Cp\u003EBut this is where it gets complex.\u003C\u002Fp\u003E\n\u003Cp\u003EDigital ingestion systems aren’t standardized across retailers, making it essential for XML or DDEX delivery specifications and the transcoding processes to be precise. And when two of the biggest players, Believe and Tunecore, bring their catalogs and systems together - accuracy is everything.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh1\u003E\n\u003Ch2 id=\"what-we-anticipated-along-the-journey\"\u003E\u003Ca href=\"#what-we-anticipated-along-the-journey\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWhat we anticipated along the journey.\u003C\u002Fh2\u003E\n\u003Cp\u003EOur primary challenge was with a backfill process that we had to initiate.\u003C\u002Fp\u003E\n\u003Ch3 id=\"high-volume-backfill\"\u003E\u003Ca href=\"#high-volume-backfill\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHigh Volume Backfill\u003C\u002Fh3\u003E\n\u003Cp\u003ETunecore had to transfer a backlog of 8 million songs to Believe’s backend, and their catalog albums and tracks had unique identifiers that had to be streamlined and standardized to the requirements of the new system.\u003C\u002Fp\u003E\n\u003Ch3 id=\"metadata-variances\"\u003E\u003Ca href=\"#metadata-variances\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EMetadata Variances\u003C\u002Fh3\u003E\n\u003Cp\u003EIn our roadmap for accelerating the transcoding process, we anticipated issues with metadata variances between digital retailers.\u003C\u002Fp\u003E\n\u003Ch3 id=\"disparate-ingestion-systems\"\u003E\u003Ca href=\"#disparate-ingestion-systems\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDisparate Ingestion Systems\u003C\u002Fh3\u003E\n\u003Cp\u003EThe ingestion systems across retailers, marketplaces and services have unique delivery specifications, and this was a challenge we had to take into account while planning our transcoding pipeline.\u003C\u002Fp\u003E\n\u003Ch1 id=\"research\"\u003E\u003Ca href=\"#research\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EResearch\u003C\u002Fh1\u003E\n\u003Ch2 id=\"finding-solutions-with-the-future-in-mind\"\u003E\u003Ca href=\"#finding-solutions-with-the-future-in-mind\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EFinding solutions with the future in mind.\u003C\u002Fh2\u003E\n\u003Cp\u003EOur research was extensively focused on studying the current systems used by Tunecore and Believe, in order to explore alternatives that could help improve cost efficiencies and allow the system to scale seamlessly.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Ftunecore\u002Ftunecore_dist_testingbefore.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Cp\u003EWe also had to study existing and new metadata standards like XML and DDEX to streamline the product and release data, and make the files easy to access, catalog and transfer.\u003C\u002Fp\u003E\n\u003Cp\u003ESince accelerated transcoding was a key component, we explored prepackaged transcoding services like AWS Lambda and Elastic Transcoder.\u003C\u002Fp\u003E\n\u003Ch1 id=\"advice\"\u003E\u003Ca href=\"#advice\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAdvice\u003C\u002Fh1\u003E\n\u003Cp\u003EOur recommendations included AWS Lambda for on-demand transcoding and AWS SQS for queue processing to handle high volume transfers.\u003C\u002Fp\u003E\n\u003Cp\u003ETo future-proof the system, we also recommended AWS Cloudwatch for monitoring pipelines and scaling, so that it could handle loads of upto 500,000 MAU.\u003C\u002Fp\u003E\n\u003Ch1 id=\"solutions\"\u003E\u003Ca href=\"#solutions\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolutions\u003C\u002Fh1\u003E\n\u003Ch2 id=\"how-we-reengineered-the-mechanics-of-music-distribution\"\u003E\u003Ca href=\"#how-we-reengineered-the-mechanics-of-music-distribution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHow we reengineered the mechanics of music distribution.\u003C\u002Fh2\u003E\n\u003Cp\u003EWith an eye on performance improvement and complete modernization, our team set to work.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Ftunecore\u002Ftunecore_dist_distribution.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"refactored-the-distribution-system\"\u003E\u003Ca href=\"#refactored-the-distribution-system\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ERefactored the distribution system\u003C\u002Fh3\u003E\n\u003Cp\u003ETo modernize and drive faster iterations on the overall infrastructure and database design, we extracted and refactored the distribution system from the current application to its own microservice.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Ftunecore\u002Ftunecore_dist_scaling.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"optimized-the-system-for-scalability\"\u003E\u003Ca href=\"#optimized-the-system-for-scalability\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOptimized the system for scalability\u003C\u002Fh3\u003E\n\u003Cp\u003EDigital music distribution is a rapidly growing space, with increasing YoY growth and escalating demand. We adopted AWS services into the current system to enable on-demand scaling through its supported services\u002Ffeatures.\u003C\u002Fp\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Ftunecore\u002Ftunecore_dist_testing.mp4\" autoplay muted loop\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch3 id=\"accelerated-the-transcoding-process\"\u003E\u003Ca href=\"#accelerated-the-transcoding-process\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAccelerated the transcoding process\u003C\u002Fh3\u003E\n\u003Cp\u003EAs part of our progressive changes, we also extracted transcoding into its own service. After evaluating AWS elastic transcoding, we settled on using AWS Lambda, which masters WAV files to FLAC using FFmpeg and extracts metadata from audio files through MediaInfo.\u003C\u002Fp\u003E\n\u003Cp\u003EOver the project lifecycle, we’ve also driven better observability and improved test coverage from as low as 30% to 80%.\u003C\u002Fp\u003E\n\u003Ch1 id=\"outcomes\"\u003E\u003Ca href=\"#outcomes\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOutcomes\u003C\u002Fh1\u003E\n\u003Ch2 id=\"empowering-creators-with-improved-efficiency\"\u003E\u003Ca href=\"#empowering-creators-with-improved-efficiency\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EEmpowering creators with improved efficiency.\u003C\u002Fh2\u003E\n\u003Cp\u003ETrue to our vision, our extractions and implementation drastically reduced the transcoding time and paved the way for optimized, better performance.\u003C\u002Fp\u003E\n\u003Cp\u003EWe were able to significantly minimize the timeline for transcoding and distribution, helping Believe, Tunecore and their thousands of artists deliver music to their audiences at scale.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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-    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"6966701451ea5ecb0dc8b41e4c9c1fb3","title":"GenAI for Warehouse Management","clientId":28,"bannerText":"Optimizing warehouse management with GenAI","tech":"python, chatgpt, llama","content":"\u003Cstyle\u003E\n    table {\n        width: 100%;\n        font-size: 0.8em;\n        \n        td {\n            padding: 5px;\n            min-width: 75px;\n        }\n        th {\n            white-space: nowrap;\n            padding: 10px 5px;\n            font-size: 1rem;\n        }\n        tr:nth-child(odd) {\n          background-color: #f0f0f0;\n        }\n    }\n    .table-container {\n      overflow: auto;\n    }\n\u003C\u002Fstyle\u003E\n\u003Ch1 id=\"overview\"\u003E\u003Ca href=\"#overview\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOverview\u003C\u002Fh1\u003E\n\u003Ch2 id=\"we-built-genai-solution-for-an-award-winning-solutions-provider-based-out-of-usa-for-supply-chain-management\"\u003E\u003Ca href=\"#we-built-genai-solution-for-an-award-winning-solutions-provider-based-out-of-usa-for-supply-chain-management\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWe built GenAI solution for an award-winning solutions provider based out of USA for supply chain management\u003C\u002Fh2\u003E\n\u003Cp\u003EIn the dynamic landscape of warehouse management, the ability to swiftly access and analyze crucial data can make all the difference. \u003C\u002Fp\u003E\n\u003Cp\u003ETarka Labs, at the forefront of GenAI solutions, embarked on a transformative journey with \u003Cspan class=\"redacted\"\u003Eclient name\u003C\u002Fspan\u003E to redefine how organizations interact with their data warehouses. This case study delves into the intricacies of leveraging Large Language Models (LLMs) to create sophisticated chatbots capable of revolutionizing warehouse management.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh1\u003E\n\u003Ch2 id=\"getting-the-right-information-at-the-right-time-is-not-easy\"\u003E\u003Ca href=\"#getting-the-right-information-at-the-right-time-is-not-easy\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGetting the right information at the right time is not easy\u003C\u002Fh2\u003E\n\u003Cp\u003EThe warehouse employees generally encounter several challenges that hinder their operational efficiency. These challenges, which prompted the exploration of advanced AI solutions, can be outlined as follows:\u003C\u002Fp\u003E\n\u003Ch3 id=\"limited-data-accessibility\"\u003E\u003Ca href=\"#limited-data-accessibility\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELimited Data Accessibility:\u003C\u002Fh3\u003E\n\u003Cul\u003E\n\u003Cli\u003EWarehouse employees faced constraints in accessing and extracting pertinent information from the data warehouse.\u003C\u002Fli\u003E\n\u003Cli\u003EThe process of retrieving data, especially related to incoming shipments, historical sales, inventory status, and open orders, was time-consuming and cumbersome.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch3 id=\"dependency-on-dashboard-development\"\u003E\u003Ca href=\"#dependency-on-dashboard-development\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDependency on Dashboard Development:\u003C\u002Fh3\u003E\n\u003Cul\u003E\n\u003Cli\u003ETraditionally, the power to access new information is centralized in the hands of the IT team responsible for planning and building dashboards.\u003C\u002Fli\u003E\n\u003Cli\u003EBusiness users face challenges in dynamically requesting and receiving real-time information without the need for constant IT intervention.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch1 id=\"objective\"\u003E\u003Ca href=\"#objective\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EObjective\u003C\u002Fh1\u003E\n\u003Ch2 id=\"integrate-genai-chatbot-with-the-warehouse-management-system\"\u003E\u003Ca href=\"#integrate-genai-chatbot-with-the-warehouse-management-system\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIntegrate GenAI ChatBot with the warehouse management system\u003C\u002Fh2\u003E\n\u003Cp\u003EThis exploration aimed to empower employees within organizations that handle large volumes of data. The goal was to enable these employees to extract precise information from their data warehouse management systems. Natural language queries about incoming shipments, historical sales, inventory status, open orders, and supply forecasting became the focal point. \u003C\u002Fp\u003E\n\u003Cp\u003ETarka Labs aimed to showcase how these AI-driven chatbots could revolutionize the way organizations access and analyze their warehouse data.\u003C\u002Fp\u003E\n\u003Ch1 id=\"approach\"\u003E\u003Ca href=\"#approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EApproach\u003C\u002Fh1\u003E\n\u003Ch2 id=\"leverage-genai-llm-model-to-write-complex-sql-queries\"\u003E\u003Ca href=\"#leverage-genai-llm-model-to-write-complex-sql-queries\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELeverage GenAI LLM model to write complex SQL queries\u003C\u002Fh2\u003E\n\u003Cp\u003ETarka Labs adopted a systematic approach, experimenting with various LLMs to gauge their accuracy, understanding of warehouse concepts, and suitability for handling sensitive data and ability to generate SQL queries.\u003C\u002Fp\u003E\n\u003Cp\u003EList of sample questions used for POC and how each LLM fared with it\u003C\u002Fp\u003E\n\u003Cdiv class=\"table-container\"\u003E\n\u003Ctable\u003E\n\u003Cthead\u003E\n\u003Ctr\u003E\n\u003Cth\u003EQuestion\u003C\u002Fth\u003E\n\u003Cth\u003ETables\u003C\u002Fth\u003E\n\u003Cth\u003EGPT4\u003C\u002Fth\u003E\n\u003Cth\u003ESQLCoder\u003C\u002Fth\u003E\n\u003Cth\u003ELlama 70B\u003C\u002Fth\u003E\n\u003C\u002Ftr\u003E\n\u003C\u002Fthead\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat items am I likely to run short of in the next quarter?\u003C\u002Ftd\u003E\n\u003Ctd\u003EASN, Onhand, Open Orders, Supply\u002FDemand\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat are my inventory turns for the past quarter?\u003C\u002Ftd\u003E\n\u003Ctd\u003ECOGS, Average Inventory\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat is my average order cycle time?\u003C\u002Ftd\u003E\n\u003Ctd\u003EPick History\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EGiven the order book, how many man hours will it take to fulfill orders for tomorrow?\u003C\u002Ftd\u003E\n\u003Ctd\u003EOpen Orders\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EAny items that I cannot fulfil this week?\u003C\u002Ftd\u003E\n\u003Ctd\u003EASN, Onhand, Open Orders, Supply\u002FDemand\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhich areas of my warehouse are my picks going to come from tomorrow?\u003C\u002Ftd\u003E\n\u003Ctd\u003EOnhand, Open Orders\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat are my opportunities for cross dock on 13th Nov 2023?\u003C\u002Ftd\u003E\n\u003Ctd\u003EASN, Open Orders\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWho are my largest customers, what percentage of my business are they?\u003C\u002Ftd\u003E\n\u003Ctd\u003EPick History\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat are my most popular items?\u003C\u002Ftd\u003E\n\u003Ctd\u003EOpen Orders, Pick History\u003C\u002Ftd\u003E\n\u003Ctd\u003Epartly\u003C\u002Ftd\u003E\n\u003Ctd\u003Epartly\u003C\u002Ftd\u003E\n\u003Ctd\u003Epartly\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat items am I ordering too much of?\u003C\u002Ftd\u003E\n\u003Ctd\u003EOnhand, Open Orders, Pick History, Supply\u002FDemand\u003C\u002Ftd\u003E\n\u003Ctd\u003Epartly\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003C\u002Ftbody\u003E\n\u003C\u002Ftable\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"solution\"\u003E\u003Ca href=\"#solution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolution\u003C\u002Fh1\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Fwarehousegenai\u002Fwarehouse-bot-demo.mp4\" autoplay muted loop controls\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"chatgpt4\"\u003E\u003Ca href=\"#chatgpt4\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChatGPT4\u003C\u002Fh2\u003E\n\u003Cp\u003EIn the exploration of advanced AI solutions for warehouse management, ChatGPT emerged as a pivotal tool, showcasing remarkable accuracy. Through a systematic two-step process, ChatGPT excelled in responding to 9 out of 10 sample questions. \u003C\u002Fp\u003E\n\u003Cp\u003EIts initial step involved identifying pertinent information from the data warehouse management system, leveraging inherent knowledge of warehouse management terminologies. Subsequently, ChatGPT seamlessly crafted queries, demonstrating a nuanced understanding of the warehouse domain.\u003C\u002Fp\u003E\n\u003Cp\u003EThe implementation further benefited from prompt tuning, where pre-defined definitions were provided to enhance response accuracy, highlighting ChatGPT's adaptability and proficiency in the warehouse management landscape.\u003C\u002Fp\u003E\n\u003Ch3 id=\"technical-approach\"\u003E\u003Ca href=\"#technical-approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETechnical Approach\u003C\u002Fh3\u003E\n\u003Cp\u003EThe success of ChatGPT in warehouse management queries was attributed to a strategic combination of tools, incorporating agent-based function calling and leveraging the LLM's SQL generation capabilities. \u003C\u002Fp\u003E\n\u003Cp\u003EThis systematic approach aimed to address challenges methodically, ensuring precision in responses.\u003C\u002Fp\u003E\n\u003Cfigure style=\"width: 400px; margin: auto\"\u003E\n  \u003Cimg src=\"\u002Fwarehousegenai\u002Fsample1.jpg\" alt=\"Sample chat window\" \u002F\u003E\n  \u003Cfigcaption\u003EExample 1\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch4 id=\"analyzing-question-and-context\"\u003E\u003Ca href=\"#analyzing-question-and-context\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAnalyzing Question and Context:\u003C\u002Fh4\u003E\n\u003Cul\u003E\n\u003Cli\u003EThe process commenced with a thorough analysis of the user's question and the contextual information available.\u003C\u002Fli\u003E\n\u003Cli\u003EThis analysis facilitated the creation of a well-structured SQL query, integrating it into the reasoning process.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch4 id=\"utilizing-sql-runner-tool\"\u003E\u003Ca href=\"#utilizing-sql-runner-tool\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUtilizing SQL Runner Tool:\u003C\u002Fh4\u003E\n\u003Cul\u003E\n\u003Cli\u003EThe generated SQL query was seamlessly executed using our custom built SQL runner tool.\u003C\u002Fli\u003E\n\u003Cli\u003EThis tool not only executed queries but also featured a self-healing mechanism, ensuring robust performance even in the face of malfunctioning queries.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch4 id=\"determining-response\"\u003E\u003Ca href=\"#determining-response\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDetermining Response:\u003C\u002Fh4\u003E\n\u003Cul\u003E\n\u003Cli\u003EUpon executing the query, the LLM determined the course of action based on the received data.\u003C\u002Fli\u003E\n\u003Cli\u003EIf additional information was required, the system iteratively revisited steps one and two.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch4 id=\"calculations-and-formatting\"\u003E\u003Ca href=\"#calculations-and-formatting\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECalculations and Formatting:\u003C\u002Fh4\u003E\n\u003Cul\u003E\n\u003Cli\u003EWith sufficient input, the LLM performed necessary calculations and meticulously formatted the response.\u003C\u002Fli\u003E\n\u003Cli\u003EThe formatted response was then returned to the user interface, ensuring a seamless and user-friendly interaction.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Cbr\u002F\u003E\n\u003Cfigure style=\"width: 400px; margin: auto\"\u003E\n  \u003Cimg src=\"\u002Fwarehousegenai\u002Fsample2.jpg\" alt=\"Sample chat window\" \u002F\u003E\n  \u003Cfigcaption\u003EExample 2\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch3 id=\"prompt-tuning-for-enhanced-accuracy\"\u003E\u003Ca href=\"#prompt-tuning-for-enhanced-accuracy\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EPrompt Tuning for Enhanced Accuracy\u003C\u002Fh3\u003E\n\u003Cp\u003ETo further enhance response accuracy, the implementation incorporated prompt tuning. Pre-defined definitions were systematically provided to the LLM, enabling a more nuanced understanding of the warehouse management domain. This adaptability and proficiency positioned ChatGPT as a valuable asset in the evolving landscape of warehouse management, showcasing its transformative potential in addressing complex queries with precision.\u003C\u002Fp\u003E\n\u003Ch2 id=\"sqlcoder\"\u003E\u003Ca href=\"#sqlcoder\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESQLCoder\u003C\u002Fh2\u003E\n\u003Cp\u003ESQLCoder-34B, an open-source Language Model (LLM), was explored due to privacy concerns surrounding GPT4, as our client handles sensitive data. This 34B parameter model specializes in generating SQL queries from natural language and is fine-tuned on a base CodeLlama model, incorporating over 20,000 human-curated questions across ten different domains.\u003C\u002Fp\u003E\n\u003Cp\u003EHowever, SQLCoder-34B faced challenges in its functional performance. It struggled to identify relevant tables for addressing questions, managing to answer only 2 out of 10 questions. Additionally, the model couldn't efficiently break down complex queries to provide solutions.\u003C\u002Fp\u003E\n\u003Ch3 id=\"technical-approach-1\"\u003E\u003Ca href=\"#technical-approach-1\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETechnical Approach\u003C\u002Fh3\u003E\n\u003Cp\u003EFrom a technical standpoint, Amazon Sagemaker was employed to deploy this model. Given its fine-tuning for SQL responses, SQLCoder-34B generates SQL output. Despite producing syntactically correct queries, the model's limitation surfaced – lacking fine-tuning for warehouse-specific queries resulted in logically incorrect queries\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fwarehousegenai\u002Fsqlcoder.jpg\" alt=\"Sample chat window\" \u002F\u003E\n  \u003Cfigcaption\u003EQuery generated by SQLCoder\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch2 id=\"llama2-70b\"\u003E\u003Ca href=\"#llama2-70b\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELlama2 70B\u003C\u002Fh2\u003E\n\u003Cp\u003ELlama2 70B, with its solid grasp of warehouse concepts, was investigated for its proficiency in SQL generation. Employing prompt engineering and few-shot learning, we guided the model through prompts to generate SQL for specific queries. We utilized a pre-trained model without fine-tuning for this.\u003C\u002Fp\u003E\n\u003Cp\u003EWhile Llama2 70B demonstrated adept instruction following, it struggled to identify the relevant information for answering questions. The queries it produced were syntactically incorrect, and it used inaccurate column names within the data warehouse. The model generated hallucinated SQL queries, referencing random columns not present in the prompt.\u003C\u002Fp\u003E\n\u003Ch3 id=\"technical-approach-2\"\u003E\u003Ca href=\"#technical-approach-2\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETechnical Approach\u003C\u002Fh3\u003E\n\u003Cp\u003EWe tweaked top_p and temperature parameters and the responses were generated accordingly. Despite its shortcomings in SQL generation, Llama2 70B exhibited commendable reasoning capabilities, providing clear explanations of the logic used in SQL generation.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fwarehousegenai\u002Fllama70b.jpg\" alt=\"Sample chat window\" \u002F\u003E\n  \u003Cfigcaption\u003EQuery generated by Llama70B\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch1 id=\"hybrid-approach\"\u003E\u003Ca href=\"#hybrid-approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHybrid Approach\u003C\u002Fh1\u003E\n\u003Cp\u003ERecognizing the strength of ChatGPT4, a hybrid approach was proposed. This involved blending the reasoning capabilities of ChatGPT4 with an open-source LLM. \u003C\u002Fp\u003E\n\u003Cp\u003EThis strategic combination aimed to generate accurate responses while preserving the privacy of sensitive data. By exposing only the schema to ChatGPT4 and executing queries in an SQL engine, a harmonious balance between accuracy and data security was achieved.\u003C\u002Fp\u003E\n\u003Ch1 id=\"conclusion\"\u003E\u003Ca href=\"#conclusion\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EConclusion\u003C\u002Fh1\u003E\n\u003Ch2 id=\"genai-capabilities-can-be-tailored-for-any-organisation-to-give-them-the-edge\"\u003E\u003Ca href=\"#genai-capabilities-can-be-tailored-for-any-organisation-to-give-them-the-edge\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGenAI capabilities can be tailored for any organisation to give them the edge\u003C\u002Fh2\u003E\n\u003Cp\u003EIn conclusion, Tarka Labs' journey with \u003Cspan class=\"redacted\"\u003Eclient name\u003C\u002Fspan\u003E underscores the transformative potential of AI-driven chatbots in warehouse management. \u003C\u002Fp\u003E\n\u003Cp\u003EBeyond the technicalities, this case study serves as an invitation for organizations to explore the untapped potential of LLMs. \u003C\u002Fp\u003E\n\u003Cp\u003EAs technology continues to evolve, leveraging these tools to their full capacity can unlock new possibilities and redefine the way we approach data in the warehouse management landscape.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.bef4d609.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
+    <script>window.__INITIAL_STATE__={"data":{"caseStudy":{"id":"6966701451ea5ecb0dc8b41e4c9c1fb3","title":"GenAI for Warehouse Management","clientId":28,"bannerText":"Optimizing warehouse management with GenAI","tech":"python, chatgpt, llama","content":"\u003Cstyle\u003E\n    table {\n        width: 100%;\n        font-size: 0.8em;\n        \n        td {\n            padding: 5px;\n            min-width: 75px;\n        }\n        th {\n            white-space: nowrap;\n            padding: 10px 5px;\n            font-size: 1rem;\n        }\n        tr:nth-child(odd) {\n          background-color: #f0f0f0;\n        }\n    }\n    .table-container {\n      overflow: auto;\n    }\n\u003C\u002Fstyle\u003E\n\u003Ch1 id=\"overview\"\u003E\u003Ca href=\"#overview\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EOverview\u003C\u002Fh1\u003E\n\u003Ch2 id=\"we-built-genai-solution-for-an-award-winning-solutions-provider-based-out-of-usa-for-supply-chain-management\"\u003E\u003Ca href=\"#we-built-genai-solution-for-an-award-winning-solutions-provider-based-out-of-usa-for-supply-chain-management\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EWe built GenAI solution for an award-winning solutions provider based out of USA for supply chain management\u003C\u002Fh2\u003E\n\u003Cp\u003EIn the dynamic landscape of warehouse management, the ability to swiftly access and analyze crucial data can make all the difference. \u003C\u002Fp\u003E\n\u003Cp\u003ETarka Labs, at the forefront of GenAI solutions, embarked on a transformative journey with \u003Cspan class=\"redacted\"\u003Eclient name\u003C\u002Fspan\u003E to redefine how organizations interact with their data warehouses. This case study delves into the intricacies of leveraging Large Language Models (LLMs) to create sophisticated chatbots capable of revolutionizing warehouse management.\u003C\u002Fp\u003E\n\u003Ch1 id=\"challenges\"\u003E\u003Ca href=\"#challenges\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChallenges\u003C\u002Fh1\u003E\n\u003Ch2 id=\"getting-the-right-information-at-the-right-time-is-not-easy\"\u003E\u003Ca href=\"#getting-the-right-information-at-the-right-time-is-not-easy\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGetting the right information at the right time is not easy\u003C\u002Fh2\u003E\n\u003Cp\u003EThe warehouse employees generally encounter several challenges that hinder their operational efficiency. These challenges, which prompted the exploration of advanced AI solutions, can be outlined as follows:\u003C\u002Fp\u003E\n\u003Ch3 id=\"limited-data-accessibility\"\u003E\u003Ca href=\"#limited-data-accessibility\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELimited Data Accessibility:\u003C\u002Fh3\u003E\n\u003Cul\u003E\n\u003Cli\u003EWarehouse employees faced constraints in accessing and extracting pertinent information from the data warehouse.\u003C\u002Fli\u003E\n\u003Cli\u003EThe process of retrieving data, especially related to incoming shipments, historical sales, inventory status, and open orders, was time-consuming and cumbersome.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch3 id=\"dependency-on-dashboard-development\"\u003E\u003Ca href=\"#dependency-on-dashboard-development\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDependency on Dashboard Development:\u003C\u002Fh3\u003E\n\u003Cul\u003E\n\u003Cli\u003ETraditionally, the power to access new information is centralized in the hands of the IT team responsible for planning and building dashboards.\u003C\u002Fli\u003E\n\u003Cli\u003EBusiness users face challenges in dynamically requesting and receiving real-time information without the need for constant IT intervention.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch1 id=\"objective\"\u003E\u003Ca href=\"#objective\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EObjective\u003C\u002Fh1\u003E\n\u003Ch2 id=\"integrate-genai-chatbot-with-the-warehouse-management-system\"\u003E\u003Ca href=\"#integrate-genai-chatbot-with-the-warehouse-management-system\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EIntegrate GenAI ChatBot with the warehouse management system\u003C\u002Fh2\u003E\n\u003Cp\u003EThis exploration aimed to empower employees within organizations that handle large volumes of data. The goal was to enable these employees to extract precise information from their data warehouse management systems. Natural language queries about incoming shipments, historical sales, inventory status, open orders, and supply forecasting became the focal point. \u003C\u002Fp\u003E\n\u003Cp\u003ETarka Labs aimed to showcase how these AI-driven chatbots could revolutionize the way organizations access and analyze their warehouse data.\u003C\u002Fp\u003E\n\u003Ch1 id=\"approach\"\u003E\u003Ca href=\"#approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EApproach\u003C\u002Fh1\u003E\n\u003Ch2 id=\"leverage-genai-llm-model-to-write-complex-sql-queries\"\u003E\u003Ca href=\"#leverage-genai-llm-model-to-write-complex-sql-queries\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELeverage GenAI LLM model to write complex SQL queries\u003C\u002Fh2\u003E\n\u003Cp\u003ETarka Labs adopted a systematic approach, experimenting with various LLMs to gauge their accuracy, understanding of warehouse concepts, and suitability for handling sensitive data and ability to generate SQL queries.\u003C\u002Fp\u003E\n\u003Cp\u003EList of sample questions used for POC and how each LLM fared with it\u003C\u002Fp\u003E\n\u003Cdiv class=\"table-container\"\u003E\n\u003Ctable\u003E\n\u003Cthead\u003E\n\u003Ctr\u003E\n\u003Cth\u003EQuestion\u003C\u002Fth\u003E\n\u003Cth\u003ETables\u003C\u002Fth\u003E\n\u003Cth\u003EGPT4\u003C\u002Fth\u003E\n\u003Cth\u003ESQLCoder\u003C\u002Fth\u003E\n\u003Cth\u003ELlama 70B\u003C\u002Fth\u003E\n\u003C\u002Ftr\u003E\n\u003C\u002Fthead\u003E\n\u003Ctbody\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat items am I likely to run short of in the next quarter?\u003C\u002Ftd\u003E\n\u003Ctd\u003EASN, Onhand, Open Orders, Supply\u002FDemand\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat are my inventory turns for the past quarter?\u003C\u002Ftd\u003E\n\u003Ctd\u003ECOGS, Average Inventory\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat is my average order cycle time?\u003C\u002Ftd\u003E\n\u003Ctd\u003EPick History\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EGiven the order book, how many man hours will it take to fulfill orders for tomorrow?\u003C\u002Ftd\u003E\n\u003Ctd\u003EOpen Orders\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EAny items that I cannot fulfil this week?\u003C\u002Ftd\u003E\n\u003Ctd\u003EASN, Onhand, Open Orders, Supply\u002FDemand\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhich areas of my warehouse are my picks going to come from tomorrow?\u003C\u002Ftd\u003E\n\u003Ctd\u003EOnhand, Open Orders\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat are my opportunities for cross dock on 13th Nov 2023?\u003C\u002Ftd\u003E\n\u003Ctd\u003EASN, Open Orders\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWho are my largest customers, what percentage of my business are they?\u003C\u002Ftd\u003E\n\u003Ctd\u003EPick History\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E✓\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat are my most popular items?\u003C\u002Ftd\u003E\n\u003Ctd\u003EOpen Orders, Pick History\u003C\u002Ftd\u003E\n\u003Ctd\u003Epartly\u003C\u002Ftd\u003E\n\u003Ctd\u003Epartly\u003C\u002Ftd\u003E\n\u003Ctd\u003Epartly\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003Ctr\u003E\n\u003Ctd\u003EWhat items am I ordering too much of?\u003C\u002Ftd\u003E\n\u003Ctd\u003EOnhand, Open Orders, Pick History, Supply\u002FDemand\u003C\u002Ftd\u003E\n\u003Ctd\u003Epartly\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003Ctd\u003E⨉\u003C\u002Ftd\u003E\n\u003C\u002Ftr\u003E\n\u003C\u002Ftbody\u003E\n\u003C\u002Ftable\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch1 id=\"solution\"\u003E\u003Ca href=\"#solution\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESolution\u003C\u002Fh1\u003E\n\u003Cdiv\u003E\n  \u003Cvideo src=\"\u002Fwarehousegenai\u002Fwarehouse-bot-demo.mp4\" autoplay muted loop controls\u002F\u003E\n\u003C\u002Fdiv\u003E\n\u003Ch2 id=\"chatgpt4\"\u003E\u003Ca href=\"#chatgpt4\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EChatGPT4\u003C\u002Fh2\u003E\n\u003Cp\u003EIn the exploration of advanced AI solutions for warehouse management, ChatGPT emerged as a pivotal tool, showcasing remarkable accuracy. Through a systematic two-step process, ChatGPT excelled in responding to 9 out of 10 sample questions. \u003C\u002Fp\u003E\n\u003Cp\u003EIts initial step involved identifying pertinent information from the data warehouse management system, leveraging inherent knowledge of warehouse management terminologies. Subsequently, ChatGPT seamlessly crafted queries, demonstrating a nuanced understanding of the warehouse domain.\u003C\u002Fp\u003E\n\u003Cp\u003EThe implementation further benefited from prompt tuning, where pre-defined definitions were provided to enhance response accuracy, highlighting ChatGPT's adaptability and proficiency in the warehouse management landscape.\u003C\u002Fp\u003E\n\u003Ch3 id=\"technical-approach\"\u003E\u003Ca href=\"#technical-approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETechnical Approach\u003C\u002Fh3\u003E\n\u003Cp\u003EThe success of ChatGPT in warehouse management queries was attributed to a strategic combination of tools, incorporating agent-based function calling and leveraging the LLM's SQL generation capabilities. \u003C\u002Fp\u003E\n\u003Cp\u003EThis systematic approach aimed to address challenges methodically, ensuring precision in responses.\u003C\u002Fp\u003E\n\u003Cfigure style=\"width: 400px; margin: auto\"\u003E\n  \u003Cimg src=\"\u002Fwarehousegenai\u002Fsample1.jpg\" alt=\"Sample chat window\" \u002F\u003E\n  \u003Cfigcaption\u003EExample 1\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch4 id=\"analyzing-question-and-context\"\u003E\u003Ca href=\"#analyzing-question-and-context\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EAnalyzing Question and Context:\u003C\u002Fh4\u003E\n\u003Cul\u003E\n\u003Cli\u003EThe process commenced with a thorough analysis of the user's question and the contextual information available.\u003C\u002Fli\u003E\n\u003Cli\u003EThis analysis facilitated the creation of a well-structured SQL query, integrating it into the reasoning process.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch4 id=\"utilizing-sql-runner-tool\"\u003E\u003Ca href=\"#utilizing-sql-runner-tool\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EUtilizing SQL Runner Tool:\u003C\u002Fh4\u003E\n\u003Cul\u003E\n\u003Cli\u003EThe generated SQL query was seamlessly executed using our custom built SQL runner tool.\u003C\u002Fli\u003E\n\u003Cli\u003EThis tool not only executed queries but also featured a self-healing mechanism, ensuring robust performance even in the face of malfunctioning queries.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch4 id=\"determining-response\"\u003E\u003Ca href=\"#determining-response\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EDetermining Response:\u003C\u002Fh4\u003E\n\u003Cul\u003E\n\u003Cli\u003EUpon executing the query, the LLM determined the course of action based on the received data.\u003C\u002Fli\u003E\n\u003Cli\u003EIf additional information was required, the system iteratively revisited steps one and two.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Ch4 id=\"calculations-and-formatting\"\u003E\u003Ca href=\"#calculations-and-formatting\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ECalculations and Formatting:\u003C\u002Fh4\u003E\n\u003Cul\u003E\n\u003Cli\u003EWith sufficient input, the LLM performed necessary calculations and meticulously formatted the response.\u003C\u002Fli\u003E\n\u003Cli\u003EThe formatted response was then returned to the user interface, ensuring a seamless and user-friendly interaction.\u003C\u002Fli\u003E\n\u003C\u002Ful\u003E\n\u003Cbr\u002F\u003E\n\u003Cfigure style=\"width: 400px; margin: auto\"\u003E\n  \u003Cimg src=\"\u002Fwarehousegenai\u002Fsample2.jpg\" alt=\"Sample chat window\" \u002F\u003E\n  \u003Cfigcaption\u003EExample 2\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch3 id=\"prompt-tuning-for-enhanced-accuracy\"\u003E\u003Ca href=\"#prompt-tuning-for-enhanced-accuracy\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EPrompt Tuning for Enhanced Accuracy\u003C\u002Fh3\u003E\n\u003Cp\u003ETo further enhance response accuracy, the implementation incorporated prompt tuning. Pre-defined definitions were systematically provided to the LLM, enabling a more nuanced understanding of the warehouse management domain. This adaptability and proficiency positioned ChatGPT as a valuable asset in the evolving landscape of warehouse management, showcasing its transformative potential in addressing complex queries with precision.\u003C\u002Fp\u003E\n\u003Ch2 id=\"sqlcoder\"\u003E\u003Ca href=\"#sqlcoder\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ESQLCoder\u003C\u002Fh2\u003E\n\u003Cp\u003ESQLCoder-34B, an open-source Language Model (LLM), was explored due to privacy concerns surrounding GPT4, as our client handles sensitive data. This 34B parameter model specializes in generating SQL queries from natural language and is fine-tuned on a base CodeLlama model, incorporating over 20,000 human-curated questions across ten different domains.\u003C\u002Fp\u003E\n\u003Cp\u003EHowever, SQLCoder-34B faced challenges in its functional performance. It struggled to identify relevant tables for addressing questions, managing to answer only 2 out of 10 questions. Additionally, the model couldn't efficiently break down complex queries to provide solutions.\u003C\u002Fp\u003E\n\u003Ch3 id=\"technical-approach-1\"\u003E\u003Ca href=\"#technical-approach-1\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETechnical Approach\u003C\u002Fh3\u003E\n\u003Cp\u003EFrom a technical standpoint, Amazon Sagemaker was employed to deploy this model. Given its fine-tuning for SQL responses, SQLCoder-34B generates SQL output. Despite producing syntactically correct queries, the model's limitation surfaced – lacking fine-tuning for warehouse-specific queries resulted in logically incorrect queries\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fwarehousegenai\u002Fsqlcoder.jpg\" alt=\"Sample chat window\" \u002F\u003E\n  \u003Cfigcaption\u003EQuery generated by SQLCoder\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch2 id=\"llama2-70b\"\u003E\u003Ca href=\"#llama2-70b\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ELlama2 70B\u003C\u002Fh2\u003E\n\u003Cp\u003ELlama2 70B, with its solid grasp of warehouse concepts, was investigated for its proficiency in SQL generation. Employing prompt engineering and few-shot learning, we guided the model through prompts to generate SQL for specific queries. We utilized a pre-trained model without fine-tuning for this.\u003C\u002Fp\u003E\n\u003Cp\u003EWhile Llama2 70B demonstrated adept instruction following, it struggled to identify the relevant information for answering questions. The queries it produced were syntactically incorrect, and it used inaccurate column names within the data warehouse. The model generated hallucinated SQL queries, referencing random columns not present in the prompt.\u003C\u002Fp\u003E\n\u003Ch3 id=\"technical-approach-2\"\u003E\u003Ca href=\"#technical-approach-2\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003ETechnical Approach\u003C\u002Fh3\u003E\n\u003Cp\u003EWe tweaked top_p and temperature parameters and the responses were generated accordingly. Despite its shortcomings in SQL generation, Llama2 70B exhibited commendable reasoning capabilities, providing clear explanations of the logic used in SQL generation.\u003C\u002Fp\u003E\n\u003Cfigure\u003E\n  \u003Cimg src=\"\u002Fwarehousegenai\u002Fllama70b.jpg\" alt=\"Sample chat window\" \u002F\u003E\n  \u003Cfigcaption\u003EQuery generated by Llama70B\u003C\u002Ffigcaption\u003E\n\u003C\u002Ffigure\u003E\n\u003Ch1 id=\"hybrid-approach\"\u003E\u003Ca href=\"#hybrid-approach\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EHybrid Approach\u003C\u002Fh1\u003E\n\u003Cp\u003ERecognizing the strength of ChatGPT4, a hybrid approach was proposed. This involved blending the reasoning capabilities of ChatGPT4 with an open-source LLM. \u003C\u002Fp\u003E\n\u003Cp\u003EThis strategic combination aimed to generate accurate responses while preserving the privacy of sensitive data. By exposing only the schema to ChatGPT4 and executing queries in an SQL engine, a harmonious balance between accuracy and data security was achieved.\u003C\u002Fp\u003E\n\u003Ch1 id=\"conclusion\"\u003E\u003Ca href=\"#conclusion\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EConclusion\u003C\u002Fh1\u003E\n\u003Ch2 id=\"genai-capabilities-can-be-tailored-for-any-organisation-to-give-them-the-edge\"\u003E\u003Ca href=\"#genai-capabilities-can-be-tailored-for-any-organisation-to-give-them-the-edge\" aria-hidden=\"true\"\u003E\u003Cspan class=\"icon icon-link\"\u003E\u003C\u002Fspan\u003E\u003C\u002Fa\u003EGenAI capabilities can be tailored for any organisation to give them the edge\u003C\u002Fh2\u003E\n\u003Cp\u003EIn conclusion, Tarka Labs' journey with \u003Cspan class=\"redacted\"\u003Eclient name\u003C\u002Fspan\u003E underscores the transformative potential of AI-driven chatbots in warehouse management. \u003C\u002Fp\u003E\n\u003Cp\u003EBeyond the technicalities, this case study serves as an invitation for organizations to explore the untapped potential of LLMs. \u003C\u002Fp\u003E\n\u003Cp\u003EAs technology continues to evolve, leveraging these tools to their full capacity can unlock new possibilities and redefine the way we approach data in the warehouse management landscape.\u003C\u002Fp\u003E\n"},"clients":{"edges":[{"node":{"id":"28","name":"Redacted","style":"green","logo":""}},{"node":{"id":"27","name":"Hotstar","style":"fullBlack","logo":"org\u002Fhotstar.png"}},{"node":{"id":"26","name":"Framework","style":"fullBlack","logo":"org\u002Fframework.svg"}},{"node":{"id":"25","name":"Routinr","style":"purple-blue","logo":"org\u002Froutinr.svg"}},{"node":{"id":"24","name":"eVisitNB","style":"red","logo":""}},{"node":{"id":"23","name":"EquipmentFX","style":"yellow","logo":""}},{"node":{"id":"22","name":"Beatclub","style":"dark-grey","logo":"org\u002Fbeatclub.svg"}},{"node":{"id":"21","name":"Social Lab","style":"yellow","logo":""}},{"node":{"id":"20","name":"IFAD","style":"yellow","logo":""}},{"node":{"id":"19","name":"10i Commerce","style":"dark-blue","logo":""}},{"node":{"id":"18","name":"IDExcel","style":"grey","logo":""}},{"node":{"id":"17","name":"Aisle","style":"green","logo":""}},{"node":{"id":"16","name":"Trazaar","style":"yellow","logo":""}},{"node":{"id":"15","name":"Jiffle Now","style":"pink","logo":""}},{"node":{"id":"14","name":"Farmstead","style":"green","logo":""}},{"node":{"id":"13","name":"Inkl","style":"dark-blue","logo":""}},{"node":{"id":"12","name":"Glydel","style":"grey","logo":""}},{"node":{"id":"11","name":"Messaging Solution Provider","style":"black","logo":""}},{"node":{"id":"10","name":"EAM360","style":"red","logo":""}},{"node":{"id":"9","name":"TuneCore","style":"black","logo":""}},{"node":{"id":"8","name":"Abridge","style":"orange","logo":""}},{"node":{"id":"7","name":"GE Digital Services","style":"green","logo":""}},{"node":{"id":"6","name":"Gaea Global","style":"red","logo":""}},{"node":{"id":"5","name":"Genetic Direction","style":"dark-blue","logo":""}},{"node":{"id":"4","name":"IDEO","style":"yellow","logo":""}},{"node":{"id":"3","name":"Fankave","style":"black","logo":""}},{"node":{"id":"2","name":"Caratlane","style":"blue","logo":""}},{"node":{"id":"1","name":"Modus","style":"pink","logo":""}}]}},"context":{}};(function(){var s;(s=document.currentScript||document.scripts[document.scripts.length-1]).parentNode.removeChild(s);}());</script><script src="/assets/js/app.3f13d6d0.js" defer></script><script src="/assets/js/page--src--templates--case-study-vue.d957455f.js" defer></script><script data-vue-tag="ssr" src="https://unpkg.com/@lottiefiles/lottie-player@0.4.0/dist/lottie-player.js" data-body="true"></script>
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