I’m working on https://querypanel.io, a server-side SDK that lets your customers chat with their own data, designed with a zero‑trust architecture you can embed directly into your web app. It automatically scans your database schema, gives you a UI to further “train” and refine behaviors, and only stores schema metadata and no credentials or row‑level data. We’ve already reached strong query accuracy on a real client’s ClickHouse setup and are now onboarding more customers.
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