Technical Readiness
AI retrieval engines have crawl budgets and performance thresholds. If your pages are slow or hard to crawl, you're invisible regardless of content quality.
Why technical performance matters
AI crawlers behave like search engines on steroids — they're faster, more demanding, and less forgiving. Pages that pass Google's Core Web Vitals often still fail AI retrieval thresholds.
Critical performance metrics
AI crawlers timeout faster than browsers
Main content must render before crawl moves on
Server response time signals infrastructure quality
Layout stability affects content extraction accuracy
Crawlability requirements
Your content must be accessible to AI crawlers without authentication, JavaScript rendering dependencies, or rate limiting that blocks automated access.
Render timing issues
Many modern sites rely on client-side JavaScript. AI crawlers often can't wait for JavaScript execution.
Content invisible to crawlers
Key information missed
Paragraphs excluded from retrieval
Only first page crawled