Glossary term
Glossary term
Memory and Retrieval
Retrieval pattern using graph relationships to improve context and reasoning.
Microsoft Research's GraphRAG library was adopted by Shell to answer complex questions about oil-field maintenance reports - graph traversal retrieves multi-hop entity relationships that flat vector search misses.
Neo4j's GraphRAG Python library is used by a cybersecurity firm to answer 'Which threat actors use the same TTPs as APT28?' by traversing a MITRE ATT&CK knowledge graph.
Memgraph + GraphRAG is used by a supply-chain analytics company to answer multi-hop questions like 'Which Tier-2 suppliers are exposed to the same geopolitical risk as our Tier-1 packaging supplier?'