Build an AI Chatbot with Cloudflare Workers AI | Cloudflare AI Models Tutorial

Learn how to build and deploy an AI chatbot using Cloudflare Workers AI, Cloudflare AI models, and AI Gateway. In this tutorial, we create a Worker project, connect it to Workers AI, run inference tasks, explore custom provider limitations, route requests through AI Gateway, deploy to Cloudflare, and consume the API from a frontend using the AG-UI protocol. Perfect if you're building serverless AI applications or exploring Cloudflare’s AI ecosystem Use directly AG-UI Protocol based endpoints in storybook of https://ai-cdk.com/ 📌 What you'll learn: • Create a Cloudflare Worker project • Connect Workers with Workers AI • Run inference tasks inside Workers • Understand custom provider limitations • Use AI Gateway as an alternative integration path • Deploy and test your Worker • Enable observability with OTEL • Consume APIs using AG-UI Protocol 00:00 Intro 07:52 creating an Worker Project 10:19 Connect to Worker AI 13:33 Run inference task in worker 16:20 Adding custom provider 17:40 Custom provider in Worker AI - Not Supported 17:58 Custom provider through API Gateway 19:56 Deploy worker 21:17 OTEL Option 22:08 Consume API (Ag-UI Protocol) from frontend 25:20 AG-UI Protocol Call Debug #Cloudflare #WorkersAI #AIGateway #AIChatbot #LLM #Serverless #CloudflareWorkers #WebDevelopment #AGUI