the robot works

Apply AI to your operations without exposing your IP.

We evaluate closed and open-source models on your task. You use the winner.

Your sensor data and process IP stay on your side.

SOPs, layouts, raw streams from the floor — they live in a secure enclave only you control.

Every credible model, evaluated on your task.

We evaluate closed and open-source models on your task. You use the winner.

Outcomes, not pilots.

Step-level success criteria, real-time intervention, completion metrics you can audit.

Know when to invest.

We tell you whether a foundation model is ready for your task before you fund the program.

Evaluation inside the enclave — architecture diagram

The Outcome Harness.

Success criteria checked at every stage, from training through production — you sign off on every milestone before we move forward.

A 5-step verification track where a failed step escalates to a human supervisor, with metrics reported at the end

"Why would manufacturers give up access to data that reflects decades of hard-won process know-how and IP?"

— Tier 1 Global OEM

Exploring AI on your plant floor?

Join the waitlist