Many developers try to build retrieval-augmented generation (RAG) experiences to interact with information from unstructured data using only vector search and struggle to get to the results that they want. Looking only at text fragments without context only gets you so far. As usual in data engineering, there are more advanced patterns for preprocessing the data and extracting knowledge, one of which is GraphRAG . So when you get around using the data, you’ve surfaced the underlying concepts ...
Read it: LLM Knowledge Graph Builder — First Release of 2025