# Workers AI

Run AI models in Workers, Pages, or via API

> Links below point directly to Markdown versions of each page. Any page can also be retrieved as Markdown by sending an `Accept: text/markdown` header to the page's URL without the `index.md` suffix (for example, `curl -H "Accept: text/markdown" https://developers.cloudflare.com/workers-ai/`).
>
> For other Cloudflare products, see the [Cloudflare documentation directory](https://developers.cloudflare.com/llms.txt).
>
> Use [Workers AI llms-full.txt](https://developers.cloudflare.com/workers-ai/llms-full.txt) for the complete Workers AI documentation in a single file, intended for offline indexing, bulk vectorization, or large-context models.

## Overview

- [Cloudflare Workers AI](https://developers.cloudflare.com/workers-ai/index.md)

## Getting started

- [Getting started](https://developers.cloudflare.com/workers-ai/get-started/index.md)
- [Dashboard](https://developers.cloudflare.com/workers-ai/get-started/dashboard/index.md)
- [REST API](https://developers.cloudflare.com/workers-ai/get-started/rest-api/index.md): Use the Cloudflare Workers AI REST API to deploy a large language model (LLM).
- [Workers Bindings](https://developers.cloudflare.com/workers-ai/get-started/workers-wrangler/index.md): Deploy your first Cloudflare Workers AI project using the CLI.

## Models

- [Models](https://developers.cloudflare.com/workers-ai/models/index.md)

## Configuration

- [Configuration](https://developers.cloudflare.com/workers-ai/configuration/index.md)
- [Vercel AI SDK](https://developers.cloudflare.com/workers-ai/configuration/ai-sdk/index.md)
- [Workers Bindings](https://developers.cloudflare.com/workers-ai/configuration/bindings/index.md)
- [Hugging Face Chat UI](https://developers.cloudflare.com/workers-ai/configuration/hugging-face-chat-ui/index.md)
- [OpenAI compatible API endpoints](https://developers.cloudflare.com/workers-ai/configuration/open-ai-compatibility/index.md)

## Features

- [Features](https://developers.cloudflare.com/workers-ai/features/index.md)
- [Asynchronous Batch API](https://developers.cloudflare.com/workers-ai/features/batch-api/index.md)
- [REST API](https://developers.cloudflare.com/workers-ai/features/batch-api/rest-api/index.md)
- [Workers Binding](https://developers.cloudflare.com/workers-ai/features/batch-api/workers-binding/index.md)
- [Fine-tunes](https://developers.cloudflare.com/workers-ai/features/fine-tunes/index.md)
- [Using LoRA adapters](https://developers.cloudflare.com/workers-ai/features/fine-tunes/loras/index.md): Upload and use LoRA adapters to get fine-tuned inference on Workers AI.
- [Public LoRA adapters](https://developers.cloudflare.com/workers-ai/features/fine-tunes/public-loras/index.md): Cloudflare offers a few public LoRA adapters that are immediately ready for use.
- [Function calling](https://developers.cloudflare.com/workers-ai/features/function-calling/index.md)
- [Embedded](https://developers.cloudflare.com/workers-ai/features/function-calling/embedded/index.md)
- [API Reference](https://developers.cloudflare.com/workers-ai/features/function-calling/embedded/api-reference/index.md)
- [Examples](https://developers.cloudflare.com/workers-ai/features/function-calling/embedded/examples/index.md)
- [Use fetch() handler](https://developers.cloudflare.com/workers-ai/features/function-calling/embedded/examples/fetch/index.md): Learn how to use the fetch() handler in Cloudflare Workers AI to enable LLMs to perform API calls, like retrieving a 5-day weather forecast using function calling.
- [Use KV API](https://developers.cloudflare.com/workers-ai/features/function-calling/embedded/examples/kv/index.md): Learn how to use Cloudflare Workers AI to interact with KV storage, enabling persistent data handling with embedded function calling in a few lines of code.
- [Tools based on OpenAPI Spec](https://developers.cloudflare.com/workers-ai/features/function-calling/embedded/examples/openapi/index.md)
- [Get Started](https://developers.cloudflare.com/workers-ai/features/function-calling/embedded/get-started/index.md)
- [Troubleshooting](https://developers.cloudflare.com/workers-ai/features/function-calling/embedded/troubleshooting/index.md)
- [Traditional](https://developers.cloudflare.com/workers-ai/features/function-calling/traditional/index.md)
- [JSON Mode](https://developers.cloudflare.com/workers-ai/features/json-mode/index.md)
- [Markdown Conversion](https://developers.cloudflare.com/workers-ai/features/markdown-conversion/index.md)
- [Conversion Options](https://developers.cloudflare.com/workers-ai/features/markdown-conversion/conversion-options/index.md)
- [How it works](https://developers.cloudflare.com/workers-ai/features/markdown-conversion/how-it-works/index.md)
- [Supported Formats](https://developers.cloudflare.com/workers-ai/features/markdown-conversion/supported-formats/index.md)
- [Usage](https://developers.cloudflare.com/workers-ai/features/markdown-conversion/usage/index.md)
- [Workers Binding](https://developers.cloudflare.com/workers-ai/features/markdown-conversion/usage/binding/index.md)
- [REST API](https://developers.cloudflare.com/workers-ai/features/markdown-conversion/usage/rest-api/index.md)
- [Prompt caching](https://developers.cloudflare.com/workers-ai/features/prompt-caching/index.md): Use prefix caching and the x-session-affinity header to reduce latency and inference costs on Workers AI.
- [Prompting](https://developers.cloudflare.com/workers-ai/features/prompting/index.md)

## Guides

- [Guides](https://developers.cloudflare.com/workers-ai/guides/index.md)
- [Agents](https://developers.cloudflare.com/workers-ai/guides/agents/index.md): Build AI-powered Agents on Cloudflare
- [Demos and architectures](https://developers.cloudflare.com/workers-ai/guides/demos-architectures/index.md)
- [Tutorials](https://developers.cloudflare.com/workers-ai/guides/tutorials/index.md)
- [Build a Retrieval Augmented Generation (RAG) AI](https://developers.cloudflare.com/workers-ai/guides/tutorials/build-a-retrieval-augmented-generation-ai/index.md): Build your first AI app with Cloudflare AI. This guide uses Workers AI, Vectorize, D1, and Cloudflare Workers.
- [Whisper-large-v3-turbo with Cloudflare Workers AI](https://developers.cloudflare.com/workers-ai/guides/tutorials/build-a-workers-ai-whisper-with-chunking/index.md): Learn how to transcribe large audio files using Workers AI.
- [Explore Code Generation Using DeepSeek Coder Models](https://developers.cloudflare.com/workers-ai/guides/tutorials/explore-code-generation-using-deepseek-coder-models/index.md): Explore how you can use AI models to generate code and work more efficiently.
- [Explore Workers AI Models Using a Jupyter Notebook](https://developers.cloudflare.com/workers-ai/guides/tutorials/explore-workers-ai-models-using-a-jupyter-notebook/index.md): This Jupyter notebook explores various models (including Whisper, Distilled BERT, LLaVA, and Meta Llama 3) using Python and the requests library.
- [Fine Tune Models With AutoTrain from HuggingFace](https://developers.cloudflare.com/workers-ai/guides/tutorials/fine-tune-models-with-autotrain/index.md): Fine-tuning AI models with LoRA adapters on Workers AI allows adding custom training data, like for LLM finetuning.
- [Choose the Right Text Generation Model](https://developers.cloudflare.com/workers-ai/guides/tutorials/how-to-choose-the-right-text-generation-model/index.md): There's a wide range of text generation models available through Workers AI. In an effort to aid you in your journey of finding the right model, this notebook will help you get to know your options in a speed dating type of scenario.
- [How to Build an Image Generator using Workers AI](https://developers.cloudflare.com/workers-ai/guides/tutorials/image-generation-playground/index.md): Learn how to build an image generator using Workers AI.
- [Build an AI Image Generator Playground (Part 1)](https://developers.cloudflare.com/workers-ai/guides/tutorials/image-generation-playground/image-generator-flux/index.md): The new flux models on Workers AI are our most powerful text-to-image AI models yet. Using Workers AI, you can get access to the best models in the industry without having to worry about inference, ops, or deployment.
- [Add New AI Models to your Playground (Part 2)](https://developers.cloudflare.com/workers-ai/guides/tutorials/image-generation-playground/image-generator-flux-newmodels/index.md): In part 2, Kristian expands upon the existing environment built in part 1, by showing you how to integrate new AI models and introduce new parameters that allow you to customize how images are generated.
- [Store and Catalog AI Generated Images with R2 (Part 3)](https://developers.cloudflare.com/workers-ai/guides/tutorials/image-generation-playground/image-generator-store-and-catalog/index.md): In the final part of the AI Image Playground series, Kristian teaches how to utilize Cloudflare's R2 object storage.
- [Llama 3.2 11B Vision Instruct model on Cloudflare Workers AI](https://developers.cloudflare.com/workers-ai/guides/tutorials/llama-vision-tutorial/index.md): Learn how to use the Llama 3.2 11B Vision Instruct model on Cloudflare Workers AI.
- [Using BigQuery with Workers AI](https://developers.cloudflare.com/workers-ai/guides/tutorials/using-bigquery-with-workers-ai/index.md): Learn how to ingest data stored outside of Cloudflare as an input to Workers AI models.

## Platform

- [Platform](https://developers.cloudflare.com/workers-ai/platform/index.md)
- [AI Gateway](https://developers.cloudflare.com/workers-ai/platform/ai-gateway/index.md)
- [Data usage](https://developers.cloudflare.com/workers-ai/platform/data-usage/index.md)
- [Errors](https://developers.cloudflare.com/workers-ai/platform/errors/index.md)
- [Event subscriptions](https://developers.cloudflare.com/workers-ai/platform/event-subscriptions/index.md)
- [Glossary](https://developers.cloudflare.com/workers-ai/platform/glossary/index.md)
- [Limits](https://developers.cloudflare.com/workers-ai/platform/limits/index.md)
- [Pricing](https://developers.cloudflare.com/workers-ai/platform/pricing/index.md)
- [Choose a data or storage product](https://developers.cloudflare.com/workers-ai/platform/storage-options/index.md)

## Agents

- [Agents](https://developers.cloudflare.com/workers-ai/agents/index.md)

## Playground

- [Playground](https://developers.cloudflare.com/workers-ai/playground/index.md)

## REST API reference

- [REST API reference](https://developers.cloudflare.com/workers-ai/api-reference/index.md)

## Changelog

- [Changelog](https://developers.cloudflare.com/workers-ai/changelog/index.md): Review recent changes to Cloudflare Workers AI.