Beyond Vector Search: Why GraphRAG is the Next Frontier for LLMs

Beyond Vector Search: Why GraphRAG is the Next Frontier for LLMs For the past year, the industry standard for augmenting LLMs has been Retrieval-Augmented Generation (RAG) using vector databases. We chunk documents, embed them into vectors, and perform similarity searches. But as projects grow in complexity, we hit a wall: vector search is great at finding snippets , but terrible at understanding contextual relationships . The Problem: The "Isolated Snippet" Trap Traditional RAG treats informati