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Applied AI·July 27, 2026·1 min read

‘The only losers from this will be Cloudflare’s customers. Mainly, publishers’: What businesses can do as Cloudflare readies to categorize AI traffic

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As Cloudflare starts categorizing AI traffic, misclassification risk becomes a revenue issue for publishers and APIs. This week, document which bots you rely on, which you want to block, and how you'll monitor if your edge provider gets that classification wrong.

Applied AI

The AI pricing paradox: AI PCs might be the answer to spiralling cloud costs for some, but that doesn't mean cloud computing's days are numbered

Cloud AI is drifting toward metered, outcome-based pricing while AI PCs get more expensive upfront—TCO now depends heavily on workload shape and locality, not ideology. This is the moment to segment your AI use cases into latency-sensitive, privacy-sensitive, and bursty, then model which belong on device, in your DC, or in the cloud over a 3–5 year horizon.