article
How manufacturing voice AI converts shift knowledge, defects, inspections and operator observations into structured plant data.
Our manifesto
Small, instant, invisible.
You don’t need a frontier model for every task
We build small, specialized AI models so that intelligence can be fast, affordable, and invisible — embedded in the products that already do the work.
Engineering notes, field reports, and the thinking behind the systems we build. We publish what worked and what didn't.