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Ask Once, Query Right: Why Enterprise AI Still Gets Databases Wrong

Opening — Why this matters now Enterprises love to say they are “data‑driven.” In practice, they are database‑fragmented. A single natural‑language question — How many customers in California? — may be answerable by five internal databases, all structurally different, semantically overlapping, and owned by different teams. Routing that question to the right database is no longer a UX problem. It is an architectural one. ...

February 2, 2026 · 4 min · Zelina