Deploying an Enterprise LLM Chatbot on Databricks With RAG, MLflow, Vector Search, and Model Serving

The demo always works. Someone wires a vector index to a foundation model in a notebook, asks it three questions about the employee handbook, gets three crisp answers, and the room nods. Then the request becomes “ship it to 4,000 employees,” and the notebook quietly dies.