AWS Machine Learning Blog

Category: Amazon Neptune Analytics

AWS architecture showing data flow from S3 through Bedrock to Neptune with user query interaction

Build GraphRAG applications using Amazon Bedrock Knowledge Bases

In this post, we explore how to use Graph-based Retrieval-Augmented Generation (GraphRAG) in Amazon Bedrock Knowledge Bases to build intelligent applications. Unlike traditional vector search, which retrieves documents based on similarity scores, knowledge graphs encode relationships between entities, allowing large language models (LLMs) to retrieve information with context-aware reasoning.