Data tooling that bills for what it delivers.

Autonomous data infrastructure — built so the invoice and the output describe the same thing.

What that means

A run that gets blocked charges nothing. An incomplete row isn't billed as a complete one. Where a source can't be reached, the result says so rather than filling the gap.

Most extraction tools bill per row returned, whether or not the row is any good. These charge for delivered value and report the rest honestly. It is a narrower promise, and it is one that can be proven on every run.

Built for both readers

Half of what calls a data tool now is an agent and half is a person. Typed inputs with real defaults, structured output, native tool surfaces — so a model can use it without a wrapper and a person can use it without the docs.