GraphRAG vs. Vector RAG: When Knowledge Graphs Actually Beat Vector Similarity (And When They Are Wasteful)

Knowledge graphs are hyped as the ultimate solution to RAG hallucinations, but they add 10x indexing latency and massive graph database costs. Here is the architectural decision matrix and hybrid Graph-Vector pipeline that actually works in production.

Written and maintained by Hassan Nazir, Forward Deployed Engineer and Applied AI practitioner.