Open methodology
AI Visibility Score — Methodology V3.4
The AI Visibility Score measures how well generative AI systems — ChatGPT, Claude, Perplexity, Gemini — can reach, understand, verify and cite your website. Nine building blocks produce a raw score of roughly 137 points, normalised and capped onto a 100-point scale.
Technical AI accessibility carries the most weight — if AI bots can't reach or parse your content, nothing else matters. For the same reason, penalties apply when fundamental signals are actively broken.
1. Foundation
40 pointsCan AI bots reach and understand your site?
- Organization schema — Base identity: who are you? The highest-weighted single check.10 pts
- FAQPage schema — Strongest correlation with AI citations.8 pts
- AI-friendly robots.txt — Present, and GPTBot, ClaudeBot, PerplexityBot, Google-Extended not blocked.5 pts
- BreadcrumbList schema — Navigation hierarchy for AI.5 pts
- sameAs verification — At least 3 links to Wikipedia, Wikidata, LinkedIn, X = 5 pts; 1–2 links = 2 pts.up to 5 pts
- Speakable schema — Readability for voice assistants.3 pts
- Canonical tag2 pts
- Hreflang2 pts
2. Sector schemas
25 pointsDo you speak your industry's language?
- Required schemas — 5 pts per required schema for your sector. E-commerce example: Product + Review.up to 10 pts
- Valuable schemas — Pro rata by completion, e.g. GTIN, shipping, returns policy.up to 10 pts
- Bonus schemas — 2.5 pts per sector-specific extra.up to 5 pts
3. Reviews & trust
10 pointsCan AI verify your credibility?
- AggregateRating / Review schema — Machine-readable rating signals as a trust anchor.10 pts
4. Forward-thinking
21 pointsAre you ready for next-gen AI standards?
- llms.txt — AI-readable sitemap. Only the top 1% of sites have one.4 pts
- llms-full.txt — Extended AI content file.3 pts
- AI Transparency Protocol — Machine-readable AI transparency.3 pts
- HowTo schema3 pts
- UCP manifest — Unified Commerce Protocol, live since Jan 2026 at Google, Shopify, Target.2 pts
- WebMCP — AI agents use site functions directly. W3C draft 2026.2 pts
- ai.txt — Emerging AI permission standard.1 pt
- IndexNow — Bing/Yandex instant indexing.1 pt
- AI content quality — Low hallucination and spam risk = 2 pts, medium = 1 pt.up to 2 pts
5. Agentic protocols
6 pointsCan AI agents transact with your site?
- ACP protocol — Agentic Commerce Standard by Stripe and OpenAI. Scored for commerce sectors only.3 pts
- MCP server card — /.well-known/mcp.json2 pts
- Agent skills — /.well-known/agent-skills.json1 pt
6. ARP protocol
15 pointsDo you control how AI reasons about your brand?
- reasoning.json — Sub-score of the Agentic Reasoning Protocol. Teaches AI your brand logic, sets anti-hallucination guardrails and recommendation boundaries. Engine-independent and the most durable lever in the whole model.up to 15 pts
7. Schema diversity
5 points (bonus)How rich is your structured markup?
- Valid JSON-LD schemas — Maximum 5 pts. Only error-free, parsable schemas count.2 pts each
8. Crawler access health
8 pointsIs your robots.txt cleanly configured for AI crawlers?
- Sub-score — Evaluates AI-bot policy, sitemap directive, syntax errors and blanket disallow rules.up to 8 pts
9. Performance
up to 8 pointsDoes Googlebot truncate your page before it understands it?
- HTML size within budget — Active. Googlebot truncates above 2 MiB.2 pts
- LCP / INP / CLS / TTFB — Arriving with the CrUX and Lighthouse integration in V3.5. Currently only HTML size contributes.pending
Penalties
- Cloudflare blocks AI bots — WAF doesn't let GPTBot, ClaudeBot and others through.−3
- High AI content risk — Content with high hallucination or spam risk.−5
- Invalid JSON-LD schemas — Invalid JSON is ignored by crawlers.−3
Sector detection is automatic: we identify your sector — e-commerce and its specialisations, local service providers, creative and photography, generic fallback profile — from domain patterns and detected schema types, then apply sector-specific requirements.
Methodology version: Scoring V3.4 · Sector profiles V3.0
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