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Data architect mapping a knowledge graph of suppliers, products, contracts, and regulations on a glass board, illustrating knowledge graph RAG

Knowledge Graph RAG: Why Connected Data Leads to Better AI Answers

TL;DR Knowledge graph RAG retrieves connected entities and relationships before an LLM writes its answer, instead of relying only on similar text. That lets it answer multi-hop questions that plain vector search misses. The ontology is the part that makes those connections trustworthy. It defines which entity types exist, how they may relate, and what business terms mean. Without it,

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