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AI-Readiness Audit

AI-readiness report

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This tool runs a single URL through a checklist of the technical signals that matter most for AI search visibility, and returns a scored report card — similar in spirit to a Lighthouse audit, but scoped to GEO/AEO instead of performance.

Why it matters for AI search: most sites have no idea where they stand on AI-readiness because the relevant checklist is new and scattered across different specs (llms.txt, individual AI crawler user-agent lists, schema.org types). This tool consolidates the highest-leverage checks into one score, so you can see at a glance what's blocking or limiting your visibility to ChatGPT, Claude, Perplexity, and Google AI Overviews — and fix the highest-weighted issues first.

How this tool works: enter a URL and the tool fetches your llms.txt, robots.txt, and the page's HTML through a server-side proxy, then runs six checks: llms.txt presence and structural validity, whether major AI crawlers are blocked, meta title length, meta description length, single-H1 structure, presence of JSON-LD structured data, and a heuristic check for whether your first paragraph reads as a direct, citable answer rather than a scene-setting intro. Checks are weighted (llms.txt and AI-bot access count double) and combined into a 0-100 score with a letter grade.

Limitations: every check here is a heuristic, not a guarantee of AI visibility — a perfect score doesn't guarantee any specific AI platform will cite your page, and a lower score doesn't mean your content is bad, only that some structural signals AI systems tend to rely on are missing. The audit checks a single page's HTML as fetched by our proxy (client-side JavaScript-rendered content won't be seen), and the "answer-first" check is a simple length heuristic, not a semantic judgment of whether your paragraph actually answers a question well. For deeper checks on specific pieces (llms.txt structure, AI bot access, FAQ markup), use the dedicated tools linked below.

Frequently asked questions

What does the AI-Readiness Audit actually check?

It checks for a valid llms.txt file, whether major AI crawlers are blocked in robots.txt, presence of JSON-LD structured data, meta title and description length, whether the page has exactly one H1, and a basic heuristic for whether the first paragraph reads as a direct answer.

Is this the same as an SEO audit tool?

It overlaps with traditional technical SEO but is scoped specifically to signals that matter for AI search visibility — llms.txt, AI crawler access, and answer-first structure aren't part of a typical SEO checklist.

Does this use an AI model to generate the score?

No. Every check in this tool is a deterministic, rules-based heuristic — no LLM API call is involved, so results are instant, free, and reproducible.

What's a good score?

A or B (75+) means the core structural signals for AI visibility are in place. A D or F usually means at least one high-impact item — commonly a missing llms.txt or blocked AI crawlers — needs attention first.

Why does the score include weighted categories?

llms.txt presence and AI-bot access are weighted higher than individual meta tag checks, because they gate whether AI systems can access and understand your site at all — the other checks refine quality once access is already in place.

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