What is an AI Readiness Audit?

A systematic evaluation of how well your website works with AI agents, models, and crawlers. Think Lighthouse, but for AI.

Why It Matters

AI agents are becoming a primary way users discover and interact with content. ChatGPT, Claude, Perplexity, and Google's AI Overviews all need to read and understand your site. If your site isn't AI-ready, you're invisible to a growing segment of traffic.

An AI readiness audit is like a Lighthouse performance audit — but instead of measuring page speed and accessibility for browsers, it measures how well AI systems can access, understand, and represent your content.

The 6 Categories

w2agent evaluates websites across six categories, each covering a different aspect of AI readiness:

Bot Accessibility

20 points

Can AI crawlers actually reach your pages? This checks robots.txt rules, HTTP status codes, response times, and whether your server blocks known AI User-Agents like GPTBot, ClaudeBot, and PerplexityBot.

Structured Data

20 points

Does your site include schema.org markup that helps AI classify content? Checks for Article, Organization, Product, FAQ, and BreadcrumbList schemas — the types AI models most frequently use.

Content Quality

15 points

Are your pages substantive enough for AI to extract useful information? Checks meta descriptions, heading structure, content length, and whether pages have enough text to summarize.

Agent Discovery

20 points

Can AI find your site's most important content? Checks for llms.txt, sitemap.xml, and whether key pages are linked from discoverable locations.

Agent Protocols

15 points

Does your site support emerging AI protocols? Checks for agent-card.json, .well-known/ai-plugin.json, and other machine-readable capability descriptors.

Technical

10 points

Are there technical barriers? Checks for client-side-only rendering, JavaScript-required content, excessive redirects, and slow response times.

Scoring

The overall score is 0-100, calculated as a weighted sum of all category scores. Each individual check within a category contributes a specific number of points. The final score maps to a letter grade:

GradeScoreMeaning
A90-100Excellent — your site is well-prepared for AI agents
B80-89Good — minor improvements possible
C70-79Fair — several areas need attention
D60-69Poor — significant gaps in AI readiness
F0-59Failing — major barriers prevent AI access

What "Good" Looks Like

A site scoring 90+ typically has:

  • An llms.txt file at the site root
  • robots.txt that explicitly allows AI crawlers
  • Schema.org JSON-LD on key pages
  • Descriptive meta descriptions on every page
  • Server-rendered HTML (not client-side-only)
  • An XML sitemap with all important pages
  • Fast response times (<2s for AI crawlers)

Beyond the Score

A score is just a starting point. The real value of an AI readiness audit is the specific, actionable recommendations — which files to create, which configurations to change, and which structured data to add. w2agent doesn't just score your site — it generates the files you need to fix the issues it finds.

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What is an AI Readiness Audit? | w2agent