Real datafor robotsthat move.

Rights-cleared, quality-scored training data and real-world evaluation for physical AI.

Egocentric video/Teleoperation/Evaluation/LeRobot/RLDS/HDF5/

Robots can't learn from the internet. Every example has to be made in the physical world, by a person, on camera, with consent. That's what we make.

What we deliver

One system. Three products.

01

Enriched egocentric video

First-person task footage with depth, pose, segmentation and action-language pairs.

02

Teleoperated demonstrations

Bimanual robot episodes with force and tactile streams, including deliberate failure and recovery.

03

Real-world evaluation

Repeatable benchmark campaigns for sim-trained models, with a failure taxonomy you can act on.

0target acceptance rate on specified tasks
0delivery formats: LeRobot, RLDS, HDF5
0of clips with registered consent

How we work

Consent by design

Plain-language consent in local languages, a registry per clip, faces blurred by default.

Fair pay

Collectors paid above market, told what the data trains, free to opt out.

Sample first

A sample in your format, with data dictionary and QA report, before you sign anything.

Contact

Training a model
that needs the real world?

Or write to hello@indhruva.com