Cloudflare AI Search Is GA: What the New Retrieval Pricing Buys
Cloudflare AI Search is generally available with image embeddings, OCR, hybrid retrieval and usage pricing. This worksheet separates the cost and quality decisions.
Topic tag · AEO & AI Search
Cloudflare crawling, AI controls, caching, content negotiation, security, and publisher infrastructure.
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Cloudflare AI Search is generally available with image embeddings, OCR, hybrid retrieval and usage pricing. This worksheet separates the cost and quality decisions.
Cloudflare’s Web Search API requires provider crawler identity, robots.txt compliance and source links. Here is what publishers and AI teams can verify.
Cloudflare now offers Pay Per Crawl, Monetization Gateway and Pay Per Use. This guide maps each billable event and the audit gap in buyer-reported use.
Use isolated Worker branch previews to catch canonical, robots, redirect, schema and rendered-content failures before production.
Configure Browser Run hostname guardrails and use Session Recording logs, network HAR and final DOM to explain blocked dependencies.
Cloudflare AI Search has a shared 10 KiB metadata envelope per vector, but only the first 64 UTF-8 bytes of each string remain filterable. Test bytes, not characters.
Cloudflare Browser Rendering now compares /crawl contentUse with a publisher’s Content Signals ceiling. Use this controlled matrix to test reference and full without overstating what the signal proves.
Connect Cloudflare AI Search releases to external-source jobs, logs, source versions, sentinel retrieval, cache decisions and rollback.
Two 25-request observations show explicit Markdown negotiation, major byte reductions, cache variation and one documentation URL that later moved.
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