Google published a dedicated AI optimization guide under Search Central docs (under the new "Generative AI fundamentals" section; announced via the Search Central blog 2026-05-15, doc last updated 2026-06-29). Its position is the most-cited primary source for how AI Overviews and AI Mode interact with Search ranking. Every claude-seo audit that touches GEO should treat this doc as the canonical reference and reject community claims that contradict it.
Primary source: https://developers.google.com/search/docs/fundamentals/ai-optimization-guide (announcing blog: https://developers.google.com/search/blog/2026/05/a-new-resource-for-optimizing)
Companion doc — third-party SEO tools (2026-06-05): Google published "Using third-party SEO tools, services, and advice." No tool guarantees rankings; third-party tools have no access to Google's internal ranking data; Google does not endorse vendors; evaluate AEO/GEO claims against official guidance; Search Console is the authoritative first-party source. claude-seo's scores are heuristics, not Google-internal signals — state this honestly in reports. Source: https://developers.google.com/search/docs/fundamentals/third-party-seo
"Optimizing for generative AI search is still SEO from Google's perspective. AEO and GEO are rebranded labels for the same work." — Google, AI optimization guide
AI Overviews and AI Mode are grounded in the same ranking and quality systems as classic Search. Two AI techniques layer on top:
Eligibility floor: a page must be indexed and eligible to be shown with a snippet in Google Search to appear in any AI feature. There is no separate "AI index". Everything that follows is SEO fundamentals applied through this lens.
Google explicitly says you do NOT need to:
| Claim Google rejects | Source |
|---|---|
Create llms.txt or AI-specific markup files |
AI optimization guide §"Myths" |
| "Chunk" your content into small pieces for AI | Same |
| Rewrite content for AI with specific phrasings or long-tail keyword variations | Same |
| Chase inauthentic mentions across blogs / forums / videos | Same |
| Over-invest in structured data specifically for AI features | Same |
What does matter, per Google: unique, non-commodity, first-hand content. Their example contrasts "7 Tips for First-Time Homebuyers" (commodity) with "Why We Waived the Inspection & Saved Money: A Look Inside the Sewer Line" (lived experience).
Cross-reference: the llms.txt myth is independently confirmed by [[llmstxt-evidence]] (Mueller, Illyes, SE Ranking 300k-domain study, OtterlyAI server-log audit). Both files must stay aligned.
The AI optimization guide links to Google's E-E-A-T guidance:
Primary source: https://developers.google.com/search/docs/fundamentals/creating-helpful-content
Key actionable test — Who / How / Why:
YMYL ("Your Money or Your Life") topics get extra weight: health, finance, safety. Sept 2025 QRG expanded YMYL to include political / social topics.
Google's listed warning signs to self-audit against:
Primary source: https://developers.google.com/search/blog/2023/02/google-search-and-ai-content (plus the Search Essentials spam policies)
Generative AI content is fine if it meets Search Essentials. It crosses into spam when used to scale low-value pages (QRG §4.6.5 scaled content abuse, §4.6.6 low-effort main content).
Two operational requirements with concrete enforcement surfaces:
DigitalSourceType: TrainedAlgorithmicMedia metadata. See
skills/seo-images/SKILL.md for the audit + injection pattern.The AI optimization guide pivots near the end to AI agents — not just summarizers. Agents interact with sites through three channels: screenshots plus a vision model, raw HTML/DOM, and the browser accessibility tree.
Full audit criteria: skills/seo-technical/references/agent-friendly-pages.md.
The guide also covers WebMCP (proposed standard for direct site to agent
interaction. Chrome 149 origin-trial and 2026-06-09 sign-up claims are
unresolved, with three shipped Lighthouse audits) and UCP (Universal
Commerce Protocol, open standard co-developed with Shopify, Etsy, Wayfair,
Target, Walmart; Google-confirmed reference implementation in AI Mode in
Search; ucp.dev lists 2026-04-08 as the latest date-based release, non-Google
and hedged). UCP audit criteria:
skills/seo-ecommerce/references/ucp-universal-commerce-protocol.md.
seo-geo audits cite this URL as the authoritative source whenever the
user asks about AEO/GEO frameworks.seo-ecommerce and seo-images enforce the two operational requirements
above for sites using AI to generate product content.2026-06-21. Re-check the source doc each quarter. Update this file whenever: