Private product showcase / Working data conversation stack
DataChat
Ask your data a plain question. Get the query, the result, and the path to the chart.
A conversational workbench for databases
Why this changes the game
Three reasons to care.
“Who are our best customers?” becomes a visible, inspectable query.
Stream large answers safely with validation, cancellation, cache, and history.
Move from question to result to the right chart and key insight in one conversation.
Proof today
The current machine, without mythology.
The application has demonstrated its Claude-to-SQL Server path and includes schema-aware generation, dangerous-query blocking, resource checks, streaming, cancellation, timeouts, priorities, cache, history, audit metrics, multiple model providers, and adapters for major databases. Every adapter still earns its own live proof.
Leaders know the business question; engineers know the schema and syntax. Waiting for translation slows the decision and hides how the answer was produced.
DataChat brings schema context, swappable model providers, visible SQL or PySpark, safety checks, streaming results, history, visualization guidance, and insights into one shared conversation.
The connected stack
Nothing powerful lives alone.
Public Academy
Learn DataChat from the inside.
Every public guide, field lesson, and architecture map for this system is gathered here. No membership is required to study these rooms.
DataChat: natural-language questions to inspectable SQL
Learn how DataChat connects business questions, schema context, generated SQL, and database results. A public introduction to its demonstrated SQL Server workflow.
Open in the Academy ↗02 / Field lessonSource-code licensing for companies and government teams
A practical guide to evaluating Demon Hunter Labs source memberships: commercial and public-sector rights, team seats, release scope, and the evidence to request before adoption.
Open in the Academy ↗03 / Field lessonEvaluating AI-to-SQL software with source access
Evaluate an AI-to-SQL workflow against known answers, query permissions, cancellation, and audit evidence. DataChat provides a concrete Claude-to-SQL Server starting point.
Open in the Academy ↗The door is open