RAG Done Right: When to Use SQL, Search, and Vector Retrieval and How To Combine Them

In this article, I will attempt to explain why retrieval-agumented generation (RAG) fails when retrieval is treated as a one-size-fits-all approach. For example, the internal AI assistant looks great at demo time. Vector database ingesting overnight, GPT-4-class model, clean stakeholder presentation. The team ships.