Metadata-Driven Artifacts: Why Enterprise AI Doesn't Need Chatbots

Startups often rush to build AI chatbots, but structured workflows can deliver faster value in enterprise data engineering. By focusing on repeatable tasks—metadata input to artifact generation—products avoid premature complexity around RAG, permissions, and hallucinations, building user trust through a narrower but more reliable scope.