GraphRAG: Why Vectors Aren't Enough and Your AI Needs a Knowledge Graph
You ask your RAG system: ‘What are the cross-cutting themes and operational risks across 500 enterprise audit reports?’. Your vector database fails because it only understands word proximity, not relationships. GraphRAG merges knowledge graphs, hierarchical community detection, and LLMs to transform unstructured data into a navigable cognitive map.