I benchmarked RAG vs GraphRAG vs pre-structured knowledge graphs across 45 domains — here's what happened

This content presents a benchmark comparing RAG, GraphRAG, and pre-structured Compact Knowledge Graphs (CKG) across 45 domains and 7,928 queries. Results show CKG achieving 4x higher accuracy and using 11x fewer tokens than RAG, particularly for complex multi-hop questions, by leveraging a directed acyclic graph structure without embeddings.