Global – October 24, 2026 -- Cloudflare is pitching Workers AI as a serverless inference platform that bills only for usage, at $0.011 per thousand neurons, and runs 50+ models across 200+ cities.

Cloudflare targets idle GPU spend with usage-based billing

Cloudflare argues that inference demand is spiky, unlike training. It cites average GPU utilization of only 20-40%, with one-third of organizations below 15%. Workers AI removes hardware commitments, GPU management and capacity planning, so customers pay only for inference they run.