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Announcing general availability of Amazon Bedrock Knowledge Bases GraphRAG with Amazon Neptune Analytics

Machine Learning Blog



AWS has announced the general availability of Amazon Bedrock Knowledge Bases GraphRAG, a new capability that enhances Retrieval-Augmented Generation (RAG) with graph data in Amazon Neptune Analytics.

  • Automatically creates embeddings and graphs of entities and relationships from documents
  • Improves response accuracy and comprehensiveness by mapping contextual connections
  • Enables more precise insights across multiple documents without graph modeling expertise
  • Supports use cases in financial research, automotive manufacturing, and cybersecurity
  • Allows developers to enable GraphRAG with a few clicks in the Amazon Bedrock console

GraphRAG helps generative AI applications provide more nuanced, contextually rich, and explainable responses by leveraging graph-based semantic search and relationship mapping.



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