AI Audit Mode

qualitykit.ai_audit evaluates whether AI search systems can discover, understand, extract, and cite your content — using deterministic heuristics and evidence, not marketing scores.

What it scores

• Crawlability — robots, AI bot rules, sitemap, route inventory
• Extractability — clear definitions, headings, answer-shaped copy
• Entity clarity — consistent brand, audience, and schema signals
• Citation readiness — authors, dates, verification markers, thin pages
• Structured understanding — valid JSON-LD aligned with visible content
• Topical coverage — gaps like comparison, use-case, docs, FAQ

Caveats

• Scores do not predict rankings or AI citations
• FAQ schema and llms.txt are optional assessments — never required
• Providers (Google AI, ChatGPT, Perplexity, Copilot) do not share one ranking model
• Pass includeRendered + siteUrl only when you want live HTML checks

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