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Part of The model → Vectors and similarity

RAG Pipeline

Retrieval-Augmented Generation: embed documents, store in a vector database, and retrieve context for grounded AI responses.

Populartoolsadvanced

🔒 Demo mode - RAG with vector search and LLM generation

Install this lab

Option 1: shadcn CLI

pnpm dlx shadcn@latest add https://ai-sdk-patterns.vercel.app/r/rag-pipeline

Option 2: Copy or download

Use cases

Document Q&A Systems

Build question-answering systems that search through company documents, legal papers, or technical manuals for accurate responses.

Knowledge Base Assistants

Create support systems that retrieve relevant information from documentation, FAQs, and help articles to answer user queries.

Related labs

Web Search Agent

Integrate third-party search APIs (Tavily, Exa) with the AI SDK to build a grounded search agent with source citations.

Tool Calling

Let the AI model call functions and use external tools with the multi-step tool loop.