Question 1

How does the GEO audit work?

Accepted Answer

Enter any URL and select your business profile (default, SaaS, e-commerce, publisher, local, agency, devtools, academic). best-aeo-skill running on Cloudflare Worker fetches the page, runs 11 evidence collectors (robots.txt, AI bot access, schema validation, statistic density, citations, quotes, freshness, llms.txt, entity, author), then computes a 0-100 composite GEO Score across 4 weighted vectors. Total time: about 1-2 seconds.

Question 2

Is the audit free?

Accepted Answer

Yes. No signup, no API key. The full source is open under MIT license at github.com/metawhisp/best-aeo-skill. You can also run audits locally with the Claude Code skill: /plugin install best-aeo-skill.

Question 3

What does the GEO Score measure?

Accepted Answer

4 weighted vectors: Technical Accessibility (default 20%), Content Citability (35%), Structured Data (20%), Entity & Brand Signals (25%). Score bands: Excellent 86-100, Good 68-85, Foundation 36-67, Critical 0-35.

Question 4

What are confidence labels?

Accepted Answer

Anti-hallucination labels on every finding. Confirmed = directly observed by an evidence collector. Likely = inferred from 2+ collectors. Hypothesis = LLM judgment, flagged for human review. No recommendation is presented without a label.

Free GEO Audit for any URL.

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