An advanced document retrieval technique that uses a knowledge graph (nodes representing entities connected by explicit relationships) to find relevant facts for a prompt.

A variant of "GraphRAG," stacking "Knowledge Graph" and "RAG" into a massive mid-2020s buzzword. It promises a search engine that understands how every concept, person, and project in your company connects to everything else.

• Mind-Map Superpower Claims: Treating entity relationship mapping in a database as synthetic human understanding.
• Extreme Setup Expense: Spending months extracting entities and mapping database relationships before getting basic search answers.
• Kitchen Reality Check: Like going to a diner and demanding to see a mapped relationship diagram of every farmer who grew the ingredients.

A Beautiful Mind (2000s) scene where John Nash pins newspaper clippings and red strings across his office walls, mapping complex hidden relationships between dots.

A document search method that uses a map of connected facts and entity relationships to find relevant information.

“Our Knowledge Graph RAG architecture improves search accuracy across complex corporate litigation files.”

“We use a connected relationship search map so our tool understands how different company policies and accounts relate to each other.”