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Work · November 25, 2024

LazyGraphRAG: Setting a new standard for quality and cost

This is a big update from the GraphRAG team! Significantly reduces the cost and speeds up indexing for GraphRAG all without much degradation in performance. Check it out!

LazyGraphRAG: Setting a new standard for quality and cost launched on November 25, 2024 with 6 votes and more than 50% of that year's launches. The site was still online in September 2026, 1 year on.

What it does

Introducing a new approach to graph-enabled RAG. LazyGraphRAG needs no prior summarization of source data, avoiding prohibitive up-front indexing costs. It’s inherently scalable in cost and quality across multiple methods and search mechanisms:

Editor’s note, June 6, 2025 – If you would like to use LazyGraphRAG, the technology has been integrated into Microsoft Discovery (opens in new tab) , an agentic platform for scientific research built on Azure, and into Azure Local (opens in new tab) services as part of a public preview (opens in new tab) . The GraphRAG project (opens in new tab) aims to expand the class of questions that AI systems can answer over private datasets by leveraging the implicit relationships within unstructured text. A key advantage of GraphRAG over conventional vector RAG (or “semantic search”) is its ability to answer global queries that address the entire dataset, such as “what are the main themes in…from microsoft.com

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