Memgraph
Whitepaper

How Memgraph Powers Real-Time Retrieval for LLMs

GraphRAG with Memgraph: Combine LLMs, RAG, and knowledge graphs to build smarter, real-time, data-driven GenAI apps.

Download for free!

What's covered

  • How Large Language Models (LLMs) work, their limitations, and how Retrieval-Augmented Generation (RAG) addresses these challenges.
  • How combining knowledge graphs with RAG enhances LLM responses with accurate, real-time, and context-rich insights.
  • Which tools, integrations, and techniques to use to create GraphRAG systems using Memgraph as a graph db
  • How GraphRAG powers advanced AI solutions in industries like healthcare, customer service, and creative content generation.
© 2026 Memgraph Ltd. All rights reserved.