Human data for physical AI

Great robots
start with
great people

Real-world demonstrations for the
next generation of robots.

I need data I want to contribute
Surgeons performing surgery in an operating room
A field operator working on a vehicle
An operator engraving in a workshop
A data-center technician working on a server rack at NERSC
A tailor working with garments at a sewing machine
A barber at work in a local shop
A metalworker cutting steel in an outdoor workshop
A field operator preparing food
A market operator at work
A worker mixing paint
Our team at an industrial workshop
A field recording of woodworking
A field recording of fishing-net work

Already serving tens of thousands of hours to happy customers and your favourite labs

01 Data buyers

More of the world.
Better data to learn from.

Build your next dataset around the people, environments and skills your models need.

We find the right workplaces and practitioners, organize capture, and deliver demonstrations to your brief.

Browse the catalog
Contact us

Tell us what you need

Diversity, by design.

Different people, settings, tools and ways of working. Any capture modality: Ego, UMI, teleoperation and more. A collection shaped around the coverage you need.

Skills with depth.

From everyday tasks to demanding specialist workflows. Capture the judgment and dexterity behind the work.

Your brief. Our field team.

People, sites and capture setups matched to your requirements, with a scoped trial before a larger collection.

02 Data contributors

What you do matters.
Help robots learn it.

Join the collective

Tell us about your work

I’m joining as

Registration coming soon.

01 / Community

Join Discord

Build and learn with the collective.

Coming soon 02 / Community

Join Facebook

Meet people. Share your work.

Coming soon
A / People

Individuals

Your everyday expertise.
A new way to contribute.

Put your practical skills to work in paid recording projects. We help you get set up and guide you through the collection. The collective fights to give you the long term upside of your contributions.

B / Workplaces

Businesses

Your people. Your processes.
A partnership with purpose.

Learn what your workforce is capable at maximum effort - how they work and who carries the work. We work with your team to plan recording around your workflows and site requirements.

Coming soon / Open source

Build the whole stack.

Tools to help anyone become a full stack robotics engineer.

  • 01LLM wiki and SOPs
  • 02Operational AI agent