GraphRAG: Knowledge Graph-Based Retrieval

GraphRAG replaces flat vector retrieval with knowledge graphs built at indexing time, enabling multi-hop queries standard RAG cannot resolve. Local and global search modes with map-reduce patterns address complex reasoning tasks, offering a concrete architectural upgrade for retrieval-heavy enterprise applications.