Findings · updated 25m ago
What AI-built sites get wrong.
Every public scan on Vettd contributes to this dataset. The table below shows how often each of our 82 checks fails across 419 scanned sites, re-aggregated hourly. Use it to see what to look for before you ship.
Top 5 most-missed
Prevents your site from being embedded in iframes on malicious sites (clickjacking)
Without error tracking, users hit bugs and you never know — Sentry, LogRocket, or similar
Most AI crawlers (GPTBot, ClaudeBot, etc.) do NOT execute JavaScript. If your headlines, body copy, or core content only appear after hydration, AI engines see an empty page and can't cite you.
AI engines lean on Schema.org types like Article, Product, Organization, FAQPage to extract clean facts. A site without these gets paraphrased less accurately and cited less often.
JSON-LD structured data helps search engines understand your content and show rich results
Average score by category
All 82 checks
We hide the percentage for any check with fewer than 50 evaluations — small samples swing wildly. Click a check to see its detail page and the fix.
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