Nomadic, listed as NomadicML, acts as an understanding layer for physical AI such as robots and autonomous vehicles. It searches through operational data to find the failures and unusual edge cases that are easy to miss.
It then helps diagnose each issue with evidence and converts the findings into targeted training data to improve models. The company says Fortune 500 firms and robotics and AV developers use it. It is listed as free.