Best alternatives to QueryPanel in 2026

Most SaaS companies eventually get the same request from customers: "can I see my own data in a dashboard, inside your app?" Building that from scratch usually means months of engineering work — designing a query layer, isolating each customer's data from every other customer's, and building chart UI that doesn't look bolted-on. QueryPanel is built to skip most of that: you point it at your database, and it lets your own customers ask plain-English questions that get turned into working charts and dashboards they can see inside your product. Under the hood, QueryPanel converts natural-language questions into SQL with built-in tenant-context enforcement, so each customer only ever sees their own rows even though the AI is writing arbitrary queries. It connects to PostgreSQL, ClickHouse, BigQuery and MySQL, ships as a headless SDK plus ready-made React components, supports white-labeling so the dashboards carry your brand instead of QueryPanel's, and includes a Notion-like editor so non-engineers on your team can adjust layouts once they exist. An MCP-compatible layer is also exposed for teams wiring internal AI workflows on top of the same data.