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Cloudflare's taxonomy classifies automated traffic by behavior into three types — search (building an index that sends referral visitors back), agent (acting in real time on a person's behalf), and training (absorbing content into a model) — which appear identical in a raw request log yet carry very different business consequences.
Cloudflare sorts automated traffic by behavior rather than a single 'AI' label, separating search (referral-generating), agent (real-time assistant), and training (content absorption) despite them looking identical in raw logs. ✦ AI generated
Author · ByteByteGo Newsletter · 2026-08-11 · original ↗
Cloudflare's taxonomy groups automated traffic by behavior rather than by the single label 'AI'. Three behaviors impact the key policy decisions. Search covers behavior that builds an index of a site so an engine can answer questions about it later. ... An agent covers behavior that acts in real time on a person's behalf, usually with a human waiting for the result. ... Training covers behavior that takes content to train or fine-tune a model, where the content is absorbed into the model rather than pointing a visitor back. These three appear identical in a raw request log, yet they carry very different consequences for a site's business.
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extends → Agent behavior in enterprise software breaks down into three fundamentally different categories—looking something up, doing something (which raises identity/permission issues), and analyzing (which risks hallucination)—and each requires different technical handling.Steven Sinofsky · a16z Podcastextends → What matters in distinguishing agents from APIs is the actual task type: lightweight lookups, action-taking that raises identity/permission issues, or open-ended analysis across multiple systems where hallucination risk is high.Steven Sinofsky · a16z Podcast