Audit a site or page against Google's OFFICIAL AI optimization guidance — readiness for AI Overviews and AI Mode, grounded in Google's published ai-optimization-guide and ai-features docs (not third-party GEO theory). Use when user says "AI optimization", "AI Overviews", "AI mode", "AI search readiness", "optimize for AI", or "GEO audit".
Installation
Installer avec Codex ou Claude Copiez ce prompt, collez-le dans Codex, Claude ou un autre assistant, puis laissez-le vérifier la page du skill et l'installer pour vous.
Audit a site or page against Google's OFFICIAL AI optimization guidance — readiness for AI Overviews and AI Mode, grounded in Google's published ai-optimization-guide and ai-features docs (not third-party GEO theory). Use when user says "AI optimization", "AI Overviews", "AI mode", "AI search readiness", "optimize for AI", or "GEO audit".
allowed-tools
["Read","Bash","WebFetch"]
Google AI Search Readiness Audit (AI Overviews + AI Mode)
Core Facts (from Google's docs — anchor every finding here)
No special markup is needed. "There are no additional requirements to
appear in AI Overviews or AI Mode, nor other special optimizations necessary."
Eligibility = indexed + snippet-eligible. A page must be indexed and
eligible to be shown in Google Search with a snippet (Search technical
requirements). Nothing more — and inclusion is never guaranteed.
How the features work: RAG (grounding on the Search index) + query
fan-out (concurrent related queries). Core ranking and quality systems decide
what gets retrieved and cited — SEO is still the lever.
"AEO"/"GEO" = SEO, per Google. Optimizing for generative AI search is
optimizing for the search experience.
Snippet controls govern AI features:nosnippet, data-nosnippet,
max-snippet, and noindex limit what appears in AI Overviews/AI Mode.
Google-Extended controls Gemini training and grounding in OTHER Google
systems — it does NOT control appearance in AI Overviews or AI Mode.
Googlebot in robots.txt is the Search-access control.
Measurement: AI Overviews/AI Mode clicks are inside the Search Console
Performance report under the "Web" search type (no separate report).
Inputs
URL (page-level audit) or domain (site-level audit)
Optional: a local content draft (Read tool) for content-quality checks only
HTTP 200 and not blocked for Googlebot in robots.txt (also CDN/WAF blocks)
No noindex (meta robots or X-Robots-Tag)
Snippet/preview controls: nosnippet, max-snippet:[n] (a low value
restricts AI feature usage), data-nosnippet spans wrapping main content
Google-Extended in robots.txt — report it, but state explicitly: this
affects Gemini training/grounding elsewhere, NOT AI Overviews appearance
Canonical sanity (page not canonicalized away)
Any failure here = NOT ELIGIBLE for AI features; stop and report the fix.
2. Content value checks (the biggest lever per Google)
Heuristics on the fetched main content:
Unique point of view / non-commodity test: first-hand evidence, original
data, named experience ("we tested", photos, case numbers) vs. commodity
listicle patterns ("7 Tips for...") that restate common knowledge
People-first organization: clear paragraphs, sections, descriptive
headings that aid navigation
Multimodal support: relevant high-quality images/video supporting the
text (AI features can surface them)
Important content available as text (not locked in images/canvas/video
only)
Fan-out coverage WITHOUT page proliferation: flag many near-duplicate
pages targeting query variations — Google warns this violates the scaled
content abuse spam policy and doesn't work
If AI-assisted content: must meet Search Essentials + spam policies
(see /seo-helpful-content)
3. Technical structure
Internal links make the content findable
Page experience basics: renders on mobile, main content distinguishable,
reasonable latency
JavaScript: critical content present in served HTML or properly rendered
Duplicate content reduced
Semantic HTML where easy — human readability over perfect code
4. Business data consistency (where applicable)
Structured data matches the visible text (consistency, not extra schema —
Google: "no special schema.org markup you need to add")
Ecommerce: Merchant Center feed current; Local: Business Profile current
5. Mythbusting pass
Flag (as wasted effort, per Google's own mythbusting list) if the site is:
Relying on llms.txt or "AI text files" for Google visibility (no special
treatment — note this when cross-referencing /seo-llms-txt)
"Chunking" content into fragments for AI
Rewriting copy "for AI" / stuffing long-tail variants (AI systems understand
synonyms and meaning)
Buying/seeking inauthentic mentions
Over-investing in structured data purely for AI features
Output
## Google AI Search Readiness — <URL or domain>
### Eligibility Gate
| Check | Status | Evidence |
|---|---|---|
| Indexed / indexable | PASS/FAIL | ... |
| Googlebot allowed (robots.txt + CDN) | PASS/FAIL | ... |
| No noindex | PASS/FAIL | ... |
| Snippet controls (nosnippet/max-snippet/data-nosnippet) | PASS/WARN | ... |
| Google-Extended present? | INFO | affects Gemini training, NOT AI Overviews |
### AI-Readiness Scorecard (0-100)
| Pillar | Weight | Score | Notes |
|---|---|---|---|
| Indexability & snippet eligibility | 30 | XX | hard gate |
| Unique, non-commodity content | 35 | XX | biggest long-run lever per Google |
| Technical structure & page experience | 20 | XX | ... |
| Multimodal + business data consistency | 15 | XX | ... |
### Wasted-Effort Flags (Google mythbusting)
- ...
### Top 3 Actions
1. ...
Close with: track AI feature traffic in Search Console Performance report
("Web" search type); clicks from AI Overviews tend to be higher quality
(longer time on site), per Google.
Cross-references
/seo-geo — broader multi-engine GEO (ChatGPT/Perplexity); this skill is
specifically Google's official guidance and will sometimes disagree with
generic GEO advice — when it does, say so explicitly
/seo-llms-txt — llms.txt generation (useful for other AI crawlers; Google
states it is not needed for Google AI features)
/seo-helpful-content — people-first content gate referenced throughout
Google's AI guidance
