Small and mid-sized teams do not lack data. They lack a safe, fast path from a plain English question to a correct aggregate or filter over their tables. Spreadsheets scale poorly. A full BI rollout is heavy. In the early wave of LLM tooling, the obvious experiment was Text-to-SQL: let the model …