---
title: "RAG Demo: Build a Complete RAG System"
description: "Interactive notebook for building Retrieval-Augmented Generation systems. Learn document chunking, embedding generation, and LLM integration."
tags:
  - rag
  - llm
  - embeddings
  - retrieval
  - question-answering
difficulty: "intermediate"
estimated_time: "30 minutes"
url: "https://pixeltable.com/notebooks/rag-demo"
---

# RAG Demo: Build a Complete RAG System

Interactive notebook for building Retrieval-Augmented Generation systems. Learn document chunking, embedding generation, and LLM integration.

- **Difficulty:** intermediate
- **Estimated time:** 30 minutes
- **Category:** use-cases
- **Open in Colab:** https://colab.research.google.com/github/pixeltable/pixeltable/blob/release/docs/notebooks/use-cases/rag-demo.ipynb
- **Source on GitHub:** https://github.com/pixeltable/pixeltable/blob/release/docs/notebooks/use-cases/rag-demo.ipynb