Comparisons
GraphRAG vs Vector RAG: Deep Relational Search with Knowledge Graphs
Discover Microsoft GraphRAG and how entity/relationship graphs answer complex multi-hop queries that standard vector search misses.
4 min
Where Traditional Vector RAG Fails
Vector RAG struggles with global questions like 'What is the common supplier across all subsidiaries in this report?'. GraphRAG builds knowledge entity nodes and community summaries to connect indirect relationships.