Ranveer Pingili

Most AI analysts silently decide what “revenue”, “profit” or “top” means and hand a small business a confident answer or chart it can’t check. This agent asks instead, and it treats the answer and the visualization as equally important. A plain-English question about a business’s own data returns a verified answer and, when useful, a chart. When a term is ambiguous, it stops and offers options with evidence from the data, and the user chooses. Answers: every response lists its Decisions (who made each one) and its Gaps, and each number is checked in code against a query result the agent actually ran. Visualizations: charts are drawn by code from those verified rows, so a number can’t appear on a chart unless it is in the data. They open as images, and the same query can be published to Datasette or Metabase as an interactive chart, after user approval. The agent can answer across multiple databases sequentially in the same console, and it works over WhatsApp, where answers and chart images arrive in the chat. It is read-only by design. It is built for small and medium businesses that can’t afford a full-time analyst. 336 tests; open source.