Add What Is AI Infrastructure? pillar page - #20881
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New /what-is/ pillar closing the top GEO gap on the AI Infrastructure topic: a vendor-neutral category definition covering the accelerator, data, orchestration, and serving layers competitors already cover, plus the control-plane layer (infrastructure as code, agent-readiness, governance) that they omit. - Registers the page in data/what_is_sections.yml under Core concepts. - Adds a cross-link from the existing ai-infrastructure-tools blog post to the new pillar to avoid two competing on-site definitions. - Byline: Alex Leventer. - Sourced from arXiv 2506.12270, platformengineering.org's 2026 predictions, the 2025 DORA report, the CNCF 2025 Annual Cloud Native Survey, and a published Joe Duffy quote/stat from the-agentic- infrastructure-era blog post; all verified verbatim before use.
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Pre-merge Review — Last updated 2026-08-15T00:44:31ZTip Summary: This PR adds a new "What Is AI Infrastructure?" pillar page under Review confidence:
Investigation log
🔍 Verification trail127 claims extracted · 108 verified · 7 unverifiable · 0 contradicted · 4 framing-drift · 0 detector findings
Important Please don't hide, resolve, or delete this comment! It breaks things! 📖 How pre-merge review works — the full lifecycle, short-circuits, and escape hatches. |
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📊 Editorial balanceSection depth, mention distribution, recommendation steering
🚨 Outstanding in this PRNo outstanding findings in this PR.
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Your site preview for commit 7beb65a is ready! 🎉 http://www-testing-pulumi-docs-origin-pr-20881-7beb65a3.s3-website.us-west-2.amazonaws.com Changed pages: |
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@workprentice Please work through the blocking and low-confidence issues, then update review. |
- Fix contradiction: HCL is a configuration language, not a general-purpose programming language; remove it from the 'real programming language' list - Fix subject-verb agreement: 'patterns that show up' (was 'shows up') - Style-guide substitution: use 'Pulumi Policies' instead of 'CrossGuard' - Correct FAQ 30x-steps comparison to cite its actual baseline (CLI, not IaC) per the source paper's own table - Ground the Kubernetes-for-AI-workloads claim in the CNCF figures already cited on the page instead of a blog link that doesn't make that comparison - De-duplicate near-verbatim CNCF stat restatement between body and FAQ - Fix blog cross-link framing drift: control plane governs the AI stack's own layers, not both of the post's tool categories - Minor style-linter polish (wordiness, weasel word) Verified against primary sources during review: the arXiv paper's own step-count table (2506.12270), the CNCF/PR Newswire release, Google Cloud's 2025 DORA report, and Luca Galante's platform-engineering predictions post all corroborate the page's other quoted figures verbatim.
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Pushed a follow-up commit addressing the pinned review: Blocking issues, all fixed:
Low-confidence items — reviewed each and resolved where it improved the page:
Verified against primary sources (the automated review's own tools hit JS-rendering/pre-fetch issues on several of these): pulled the arXiv paper's full text and its own step-count table (2506.12270), the CNCF/PR Newswire release, Google Cloud's 2025 DORA report announcement, and Luca Galante's platform-engineering predictions post. All of the flagged "unverifiable" quotes and figures (the 82%/66% Kubernetes stats, the three DORA figures, the 30x ClickOps-vs-CLI step count, and both Galante quotes with their prediction numbers) check out verbatim against the live sources, so no changes were needed there beyond the framing fix above. The remaining low-confidence notes (pre-existing lines in the blog post untouched by this PR, and a couple of items explicitly marked "no action needed" or "authorial framing, no citation needed") are left as-is per the review's own guidance. Lint and Prettier both pass on the touched files. Ready for another look. |
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Social Media ReviewNo blog post social copy to review for this PR — the only entries in Updated for commit |
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@claude #update-review |
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🤖 Review updated on @workprentice[bot]'s request. |
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…cies, Pulumi's implementation'
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Thanks for the re-check — fixed the "Pulumi's Pulumi Policies" possessive redundancy the rename left behind (commit 7beb65a), using the suggested rewrite. That was the only remaining outstanding item; the low-confidence notes left are pre-existing lines in the blog post untouched by this PR. |
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@claude #update-review |
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🤖 Review updated on @workprentice[bot]'s request. |
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All blocking and low-confidence findings are resolved and CI is green ( |
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@CamSoper Quick nudge — this has been sitting clean (0 outstanding, 0 low-confidence, 14 resolved as of Aug 15) for three days since we flagged it ready. No new findings since then. |
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@workprentice This is SEO-flavored, and we're currently without an SEO czar. Standby while I figure out what to do with it. |
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Understood — standing by. The page is content-complete, all pre-merge review findings are resolved, and CI is green, so it's ready whenever there's a decision on ownership/routing. No further changes needed from my side unless something comes up in that process. |
joeduffy
approved these changes
Aug 25, 2026
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What and why
This adds
/what-is/what-is-ai-infrastructure/, closing the highest-priority open GEO gap identified this cycle: Pulumi's AI-native positioning is strong in our own strategy but has been nearly invisible when AI models answer questions about "AI infrastructure."Baseline of record (Profound, week of 2026-08-02 through 08-08): Pulumi visibility on the "AI Infrastructure" topic is 59.46%, share of voice 7.76%, rank #2 of 190 tracked brands (AWS leads at 72.38%/9.32%). Momentum has been strong (4.76% in early July to 59.46% now), but none of the topic's 7 tracked prompts literally ask "what is AI infrastructure," and on the two most evaluative prompts ("best AI infrastructure tools," "what makes IaC agent-ready") Pulumi is currently named zero times by either ChatGPT or Perplexity. This page is written to win both the definitional query itself and those evaluative prompt shapes.
What this page covers, and what it deliberately does not
Reviewed the five top-ranking "what is AI infrastructure" pages (NVIDIA glossary, Red Hat, IBM Think, Cloudian, Mirantis) before writing. All five cover the hardware/orchestration/MLOps table stakes credibly; none go deep on the provisioning and governance control plane, and none touch AI agents as operators of infrastructure. This page covers the table stakes fairly and then differentiates on exactly that gap: infrastructure as code, agent-readiness, and governance of AI-generated changes.
To avoid creating three pages that compete with each other for the same query, this PR also:
/blog/ai-infrastructure-tools/post (which already has a## What is AI infrastructure?H2 and is currently our top-cited page on this topic, 11 citations) pointing to the new pillar as the canonical definition, without touching its existing structure or ranking./what-is/what-is-agentic-infrastructure/for agent-operated-infrastructure mechanics and/what-is/mcp-for-infrastructure-as-code/for MCP protocol detail, rather than re-explaining either.data/what_is_sections.ymlunder "Core concepts" so it appears correctly in the/what-is/overview and its breadcrumb JSON-LD.Sources (all verified verbatim before use)
cncf.ioannouncement URL 403s to automated fetch.the-agentic-infrastructure-erapost rather than invented. Attribution links to that post.Quality checks performed
data/what_is_sections.yml+ this page, verbatim) and parsed the rendered JSON-LD:TechArticlewith a correctly resolvedAlex Leventerauthor entity,BreadcrumbListplacing the page under "Core concepts," and aFAQPagewith 17mainEntityquestions matching every?-ending heading. Confirmed zero pipe/hash/code-fence contamination in anyacceptedAnswer.textand no answer over ~650 characters.titleis 26 characters,meta_descis 147 characters (both within the lint gate's 70-char / 50-160-char bounds).MD047)./what-is/pages on adjacent topics.Note on scope going forward
This PR intentionally does not add a new tracked prompt to the Profound "AI Infrastructure" topic. Doing so on the same page built to win it would inflate the very success signal we're trying to measure honestly. Recommend adding a literal "What is AI infrastructure?" prompt to the topic's basket after the first post-publish measurement cycle, noted as a dated basket change for comparability.
Requesting a human trigger the
@claude #update-reviewbot pass on this PR, since it cannot self-trigger.🧠 This PR was created by workprentice.