Industries·Robotics & Physical AI

Human Data for Physical AI

Robot episodes translated into precise natural language, at every level of detail.

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What We Do

01
Action descriptions

At three levels of detail.

02
Frame-accurate timing

Across three camera angles.

03
Automated review

Of every export, with error patterns fed back to improve your model.

Case study
Collaborative Robotics

Robot Actions at Every Level of Detail

20,000+
robot videos in scope
3
description levels
3
camera angles
99%
quality
End client unnamed
The Challenge

A collaborative robotics client needed episodes broken into actions, with frame-accurate timing and strict, consistent language.

What We Did

A dedicated training programme graded against gold annotations, senior review, and our own automated review models on every export. Recurring error patterns and guideline changes went back to the client to improve their model.

The Result

Robot videos labelled at three levels of detail across three camera angles, at 99% quality, with more than 20,000 videos in scope.

Training Robots or World Models?