seo-geo — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited seo-geo (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
| Metric | Value | Source |
|---|---|---|
| AI Overviews reach | 1.5 billion users/month across 200+ countries | |
| AI Overviews query coverage | 48% of all queries (58% YoY growth) | BrightEdge/Semrush 2025 |
| AI-referred sessions growth | 527% (Jan-May 2025) | SparkToro |
| ChatGPT weekly active users | 900 million | OpenAI |
| Perplexity monthly queries | 500+ million | Perplexity |
| Perplexity Sonar response speed | 10x faster than Gemini 2.0 Flash | Perplexity |
| Google AI Mode | Zero blue links, 180+ countries | Google, May 2025 |
Brand mentions correlate 3× more strongly with AI visibility than backlinks. (Ahrefs December 2025 study of 75,000 brands)
| Signal | Correlation with AI Citations |
|---|---|
| YouTube mentions | ~0.737 (strongest) |
| Reddit mentions | High |
| Wikipedia presence | High |
| LinkedIn presence | Moderate |
| Domain Rating (backlinks) | ~0.266 (weak) |
Only 11% of domains are cited by both ChatGPT and Google AI Overviews for the same query — platform-specific optimization is essential.
AI search engines extract answers from the first 200 words of content. Structure every page with:
For AI citation, earned mentions (third-party references to your brand/product) carry significantly more weight than owned content:
| Signal Type | AI Citation Weight | Example |
|---|---|---|
| Earned mentions | Highest | Reddit discussions, YouTube reviews, Wikipedia entries mentioning your brand |
| Expert citations | High | Industry analysts, academic papers citing your research |
| Owned authoritative | Medium | Your blog with E-E-A-T signals, documentation |
| Owned generic | Low | Marketing pages, press releases |
Strategy: Invest in being mentioned and cited by others, not just publishing your own content.
Optimal passage length: 134-167 words for AI citation.
Strong signals:
Weak signals:
92% of AI Overview citations come from top-10 ranking pages, but 47% come from pages ranking below position 5 — demonstrating different selection logic.
Strong signals:
Weak signals:
Content with multi-modal elements sees 156% higher selection rates.
Check for:
Strong signals:
Weak signals:
AI crawlers do NOT execute JavaScript — server-side rendering is critical.
Check for:
Check robots.txt for these AI crawlers:
| Crawler | Owner | Purpose |
|---|---|---|
| GPTBot | OpenAI | ChatGPT web search |
| OAI-SearchBot | OpenAI | OpenAI search features |
| ChatGPT-User | OpenAI | ChatGPT browsing |
| ClaudeBot | Anthropic | Claude web features |
| PerplexityBot | Perplexity | Perplexity AI search |
| CCBot | Common Crawl | Training data (often blocked) |
| anthropic-ai | Anthropic | Claude training |
| Bytespider | ByteDance | TikTok/Douyin AI |
| cohere-ai | Cohere | Cohere models |
Recommendation: Allow GPTBot, OAI-SearchBot, ClaudeBot, PerplexityBot for AI search visibility. Block CCBot and training crawlers if desired.
The emerging llms.txt standard provides AI crawlers with structured content guidance.
Location: /llms.txt (root of domain)
Format:
# Title of site
> Brief description
## Main sections
- [Page title](url): Description
- [Another page](url): Description
## Optional: Key facts
- Fact 1
- Fact 2Check for:
/llms.txtNew standard (December 2025) for machine-readable AI licensing terms.
Backed by: Reddit, Yahoo, Medium, Quora, Cloudflare, Akamai, Creative Commons
Check for: RSL implementation and appropriate licensing terms.
| Platform | Key Citation Sources | Optimization Focus |
|---|---|---|
| Google AI Overviews | Top-10 ranking pages (92%) | Traditional SEO + passage optimization |
| ChatGPT | Wikipedia (47.9%), Reddit (11.3%) | Entity presence, authoritative sources |
| Perplexity | Reddit (46.7%), Wikipedia | Community validation, discussions |
| Bing Copilot | Bing index, authoritative sites | Bing SEO, IndexNow |
Generate GEO-ANALYSIS.md with:
Princeton University research establishing GEO as a discipline. Key findings:
#### 9 GEO Optimization Strategies & Effectiveness
| Strategy | Visibility Improvement | Best For |
|---|---|---|
| Cite Sources | +30-40% | All content types |
| Add Statistics | +25-35% | Data-driven topics |
| Include Quotations | +15-25% | Expert/opinion content |
| Make Content Authoritative | +20-30% | YMYL, technical topics |
| Use Technical Terms | +10-20% | Specialized/professional audiences |
| Optimize Fluency | +5-15% | All content (baseline quality) |
| Add Unique Words | +5-10% | Competitive topics |
| Simplify Language | +5-10% | Consumer/general topics |
| Keyword Stuffing | -15-25% (negative) | Never use — penalized |
Key takeaway: Citation and statistical enrichment are 3-5x more effective than keyword-focused strategies for AI visibility.
#### GEO Scoring Formula
GEO Score = (Citability × 0.25) + (Structure × 0.20) + (Multi-Modal × 0.15) + (Authority × 0.20) + (Technical × 0.20)
Where each dimension is scored 0-100:
- Citability: Self-contained answer blocks, stats with sources, definition patterns
- Structure: Heading hierarchy, lists/tables, paragraph length, FAQ format
- Multi-Modal: Images, video, infographics, interactive elements
- Authority: Author credentials, citations, brand mentions, entity presence
- Technical: SSR, AI crawler access, llms.txt, structured data#### GEO vs Traditional SEO
| Aspect | Traditional SEO | GEO |
|---|---|---|
| Target | Blue links (position 1-10) | AI-generated answers (citations) |
| Key factor | Backlinks + on-page | Brand mentions + citability |
| Content format | Long-form, keyword-rich | Structured, quotable passages |
| Success metric | Ranking position, CTR | Citation frequency, brand visibility |
| Update cycle | Algorithm updates | Model updates, feature rollouts |
/llms.txt file~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.