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Cloudflare Workers AI

Serverless GPU inference on Cloudflare's global edge network.

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About

Workers AI is Cloudflare's serverless inference platform for running machine-learning models on its global network of GPUs. Developers call open-source models (Llama, FLUX, Whisper, and others) with a few lines of code, with inference running close to users across Cloudflare's edge. It launched in September 2023 and went generally available in April 2024, with a free tier of 10,000 neurons per day.

It pairs with AI Gateway (request routing and observability), Vectorize (vector database), and one-click deployment from Hugging Face. Honest caveats: the catalog is curated open-source models only — no proprietary frontier models — there is no model-training infrastructure, and serverless inference means shared resources with potential cold starts on spiky workloads.

What it can do

  • Serverless inference on GPUs across Cloudflare's edge network
  • Open-source text, image, audio, and embedding models via one API
  • Free tier of 10,000 neurons per day with pay-as-you-go beyond

Setup

Enable Workers AI in the Cloudflare dashboard or via Wrangler; call models through the Workers AI binding or REST API.

Prerequisites

A Cloudflare account; a Workers project for the binding path.

Use cases

serverless-inferenceedge-aillm-api

Works with

Trust score — 9/10

/10 trustVerified

Scored 9/10 (verified tier, metrics-v1). Evidence: Verified via vendor site/docs/GitHub and reputable coverage, wave 78; Trending score 88/100 from researcher assessment.

Sources

Every fact above was checked against these sources. Where a claim comes from the provider and couldn't be independently verified, the text says so.