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Platform-specific AI search optimization — audit and optimize for Google AI Overviews, ChatGPT, Perplexity, Gemini, and Bing Copilot individually
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Basé sur la classification professionnelle SOC
| name | geo-platform-optimizer |
| description | Platform-specific AI search optimization — audit and optimize for Google AI Overviews, ChatGPT, Perplexity, Gemini, and Bing Copilot individually |
| version | 1.0.0 |
| author | geo-seo-claude |
| tags | ["geo","ai-search","platform-optimization","chatgpt","perplexity","gemini","aio"] |
| allowed-tools | Read, Grep, Glob, Bash, WebFetch, Write |
Only 11% of domains are cited by BOTH ChatGPT and Google AI Overviews for the same query. Each AI search platform uses different indexes, ranking logic, and source preferences. A page optimized for Google AI Overviews may be invisible to ChatGPT, and vice versa. Platform-specific optimization is not optional — it is the foundation of any serious GEO strategy.
| Criterion | Points | How to Score |
|---|---|---|
| Ranks in top 10 for target queries | 20 | 20 if yes, 10 if top 20, 0 if beyond |
| Question-based headings present | 10 | 2 points per question heading, max 10 |
| Direct answers after headings | 15 | 3 points per direct answer, max 15 |
| Tables present for comparison data | 10 | 10 if tables used appropriately, 5 if partial, 0 if absent |
| Lists for processes/features | 10 | 10 if present, 5 if partial |
| FAQ section with 5+ questions | 10 | 10 if 5+, 5 if 1-4, 0 if none |
| Statistics with citations | 10 | 2 points per cited stat, max 10 |
| Publication/updated date visible | 5 | 5 if both dates, 3 if one, 0 if none |
| Author byline with credentials | 5 | 5 if full byline, 3 if name only, 0 if none |
| Clean URL + heading hierarchy | 5 | 5 if H1>H2>H3 clean, 3 if minor issues, 0 if broken |
site:domain.com on Bing to verify key pages are indexed. Bing may have different indexed pages than Google.| Criterion | Points | How to Score |
|---|---|---|
| Wikipedia article exists and is accurate | 20 | 20 if exists, 10 if stub, 0 if none |
| Wikidata entity with 5+ properties | 10 | 10 if complete, 5 if basic, 0 if none |
| Bing index coverage of key pages | 10 | 10 if full, 5 if partial, 0 if poor |
| Reddit brand mentions (positive) | 10 | 10 if active discussions, 5 if mentions, 0 if none |
| YouTube channel with relevant content | 10 | 10 if active, 5 if present but sparse, 0 if none |
| Authoritative backlinks (.edu, .gov, press) | 15 | 3 points per authoritative backlink category, max 15 |
| Entity consistency across platforms | 10 | 10 if consistent, 5 if minor discrepancies, 0 if major |
| Content comprehensiveness (2000+ words) | 10 | 10 if thorough, 5 if adequate, 0 if thin |
| Bing Webmaster Tools configured | 5 | 5 if verified, 0 if not |
| Criterion | Points | How to Score |
|---|---|---|
| Active Reddit presence in relevant subreddits | 20 | 20 if active contributor, 10 if mentioned, 0 if absent |
| Forum/community mentions (HN, SO, Quora) | 10 | 10 if multiple platforms, 5 if one, 0 if none |
| Content freshness (updated within 6 months) | 10 | 10 if recent, 5 if within year, 0 if older |
| Original research/data published | 15 | 15 if original research, 10 if case studies, 5 if some data, 0 if none |
| YouTube content with transcripts | 10 | 10 if active channel, 5 if some videos, 0 if none |
| Quotable, standalone paragraphs | 10 | 2 points per well-structured quotable paragraph, max 10 |
| Multi-source claim validation | 10 | 10 if claims well-sourced, 5 if some sourcing, 0 if none |
| Discussion-generating content | 10 | 10 if content gets shared/discussed, 5 if some engagement, 0 if none |
| Wikipedia/Wikidata presence | 5 | 5 if present, 0 if absent |
| Criterion | Points | How to Score |
|---|---|---|
| Google Knowledge Panel exists | 15 | 15 if complete, 10 if partial, 0 if none |
| Google Business Profile complete | 10 | 10 if fully optimized, 5 if basic, 0 if none |
| YouTube channel with topic-relevant content | 20 | 20 if active with chapters, 10 if present, 0 if none |
| Schema.org structured data implemented | 15 | 15 if comprehensive, 10 if basic, 5 if minimal, 0 if none |
| Google ecosystem presence (Scholar, News, Maps) | 10 | 10 if 3+, 5 if 1-2, 0 if none |
| Image optimization (alt text, filenames) | 10 | 10 if all images optimized, 5 if partial, 0 if none |
| E-E-A-T signals (author pages, about, editorial) | 10 | 10 if strong, 5 if partial, 0 if weak |
| Google Merchant Center (if e-commerce) | 5 | 5 if applicable and active, N/A otherwise |
| Multi-modal content (text + images + video) | 5 | 5 if rich multi-modal, 3 if some, 0 if text-only |
/.well-known/indexnow-key.txt and ping the IndexNow API on content publish/update.| Criterion | Points | How to Score |
|---|---|---|
| Bing Webmaster Tools verified + sitemap | 15 | 15 if verified, 5 if partial, 0 if not |
| IndexNow protocol implemented | 15 | 15 if active, 0 if not |
| Bing index coverage of key pages | 10 | 10 if full, 5 if partial, 0 if poor |
| LinkedIn company page (complete) | 10 | 10 if complete, 5 if basic, 0 if none |
| GitHub presence (if applicable) | 5 | 5 if active, N/A if not applicable |
| Meta descriptions optimized | 10 | 10 if all key pages, 5 if partial, 0 if missing |
| Social media engagement signals | 10 | 10 if active engagement, 5 if present, 0 if none |
| Exact-match keywords in titles/headings | 10 | 10 if well-optimized, 5 if partial, 0 if not |
| Page load speed < 2 seconds | 10 | 10 if < 2s, 5 if < 4s, 0 if > 4s |
| Bing Places configured (if local) | 5 | 5 if complete, N/A if not local |
| Priority | Google AIO | ChatGPT | Perplexity | Gemini | Copilot |
|---|---|---|---|---|---|
| #1 | Top-10 ranking | Wikipedia | Reddit presence | YouTube | IndexNow |
| #2 | Q&A structure | Entity graph | Original research | Knowledge Panel | Bing WMT |
| #3 | Tables/lists | Bing SEO | Freshness | Schema.org | |
| #4 | Featured snippets | Community forums | GBP | Meta descriptions |
Provenance (THL): tag the score
[scan](data fetched this run),[partial-scan],[heuristic](judgement, no data), or[unmeasured]— and emit—instead of a number when[unmeasured]or pure[heuristic]. A number with weak provenance still reads as hard data. See the GEO Method.
Generate GEO-PLATFORM-OPTIMIZATION.md with the following structure:
# GEO Platform Optimization Report — [Domain]
Date: [Date]
## Overall Platform Readiness
- Combined GEO Score: XX/100 (average of all platform scores)
## Platform Scores
| Platform | Score | Status |
|---|---|---|
| Google AI Overviews | XX/100 | [Strong/Moderate/Weak] |
| ChatGPT Web Search | XX/100 | [Strong/Moderate/Weak] |
| Perplexity AI | XX/100 | [Strong/Moderate/Weak] |
| Google Gemini | XX/100 | [Strong/Moderate/Weak] |
| Bing Copilot | XX/100 | [Strong/Moderate/Weak] |
Status thresholds: Strong = 70+, Moderate = 40-69, Weak = 0-39
## Platform Details
[Per-platform breakdown with score, gaps found, specific actions]
## Prioritized Action Plan
### Quick Wins (this week)
[Actions that improve multiple platform scores with minimal effort]
### Medium-Term (this month)
[Actions requiring content creation or technical changes]
### Strategic (this quarter)
[Actions requiring entity building, community development, or platform presence]
Full website GEO+SEO audit with parallel subagent delegation. Orchestrates a comprehensive Generative Engine Optimization audit across AI citability, platform analysis, technical infrastructure, content quality, and schema markup. Produces a composite GEO Score (0-100) with prioritized action plan.
Brand mention and authority scanner for AI visibility. Analyzes brand presence across platforms that AI models rely on for entity recognition and citation decisions. Produces a Brand Authority Score (0-100) with platform-specific recommendations.
AI citability scoring and optimization. Analyzes web page content to determine how likely AI systems (ChatGPT, Claude, Perplexity, Gemini) are to cite or quote passages from the page. Provides a citability score (0-100) with specific rewrite suggestions.
Monthly delta tracking and progress reporting for GEO clients. Compares two GEO audits (baseline vs. current), calculates score improvements across all categories, tracks action item completion, and generates a "here's your progress" client report. Use when user says "compare", "delta", "monthly report", "progress", "confronta", "progressi", "report mensile", or when running a monthly client check-in.
Content quality and E-E-A-T assessment for AI citability — evaluate experience, expertise, authoritativeness, trustworthiness, and content structure
Auto-generate a professional, client-ready GEO service proposal from audit data. Creates a full proposal in markdown and PDF including executive summary, findings, recommended service packages (Basic/Standard/Premium), pricing, timeline, and terms. Use when user says "proposal", "proposta", "offerta", "preventivo", "generate proposal", or after completing a GEO audit for a prospect.