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Applied AI·October 19, 2026·1 min read

Cloudflare debuts Clairic, a System One-class extraction model it says processes unstructured data faster, more cheaply, and more accurately than normal LLMs

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If Cloudflare’s Clairic extraction model reliably beats general LLMs on speed and cost for unstructured data, the center of gravity for many “AI features” shifts from chat to pipelines. Teams doing document-heavy work should be testing narrow extraction models now — they’re likely the real ROI engine behind a lot of AI roadmaps.