When GraphRAG outperforms vector RAG

GraphRAG provides superior retrieval for complex, multi-hop queries that require connecting disparate data points, whereas standard vector RAG often fails to capture global context across document chunks. Vector RAG remains more efficient for simple semantic similarity tasks.