---
title: "Cloudflare AI Search - Automatic RAG infrastructure and querying"
description: "Connect your data and deliver natural language search in your applications. AI Search spins up a RAG architecture from a bucket or website, and supports open standards like NLWeb and customization including metadata filtering."
url: "https://www.cloudflare.com/products/ai-search"
---

# AI Search

> Connect your data and deliver natural language search in your applications without worrying about infrastructure.

## Key Features

- Automatic RAG pipeline
- Continuous re-indexing
- NLWeb support
- Metadata filtering
- Edge-based inference
- Multi-tenant support
- Query rewriting

## Benefits

### Atomic search unit for platforms

Create isolated AI Search instances at runtime, and spin them up or down for multi-tenant use cases.

### Always Up-to-Date

AI Search continuously indexes your data so responses always reflect the latest information.

### Any source, format, and language

Index multimodal content from sources like R2 and websites, with Workers AI models enabling search across 100+ languages.

## Use Cases

### Agent file search

Give agents retrieval over your files and knowledge. Use it in popular agent libraries like Cloudflare's Agents SDK and more.

### Multimodal search

Search across text, images, and PDFs from a single query, so users find the right answer no matter how it's stored.

### Per-tenant or per-agent file search

Provision an isolated AI Search instance per tenant, project, or agent at runtime, each with its own content and retrieval.

### Website and code search

Index your websites and codebases so teams and agents get cited answers across your content and code.

## Resources

- [Full Documentation](https://developers.cloudflare.com/ai-search/): Complete technical documentation
- [Get Started](https://dash.cloudflare.com/sign-up): Sign up and start building
- [Pricing](/plans.md): See pricing details

## Related Products

- [Agents](/products/agents.md): Build stateful AI agents
- [AI Gateway](/products/ai-gateway.md): AI observability
- [Vectorize](/products/vectorize.md): Vector database
- [Web3](/products/web3.md): Web3 Infrastructure

---

*This is a markdown version of [https://www.cloudflare.com/products/ai-search](https://www.cloudflare.com/products/ai-search) for AI/LLM consumption.*