Real-world data for physical AI.
First-person video of skilled people at real work, from our network of workplaces. Captured to your spec, ready to train on.
01
What we capture
Skilled hands at real work, across our network of workplaces.
Factories
Assembly, machine work and packing on the line.
Workshops
Metal, wood and fabrication.
Repair shops
Phones, electronics, appliances and engines.
Garages
Cars, bikes and scooters, serviced and fixed.
Kitchens and food
Commercial kitchens, bakeries and food processing.
Warehouses
Picking, packing, sorting and loading.
Construction and trades
Electrical, plumbing, painting and building.
Textiles and crafts
Sewing, tailoring, jewellery and handwork.
Don't see your workplace? Our network goes further than this list. Tell us in your request.
02
How a program runs
- 01
Set your spec
Tell us the tasks, hours, rig and format. We take it from there.
- 02
We set up sites and crews
We find the workplaces and skilled workers from our network to match.
- 03
We check every recording
Our review team checks each one against your spec before it reaches you.
- 04
You receive your dataset
In your format, with the rights to train on it.
03
What we offer
Capture, sensors and delivery formats tailored to your requirements.
- Video + IMU
- Egocentric video with synced accelerometer and gyroscope.
- Hand pose
- 2D hand keypoints and 3D hand pose estimates.
- Calibration
- Camera intrinsics and calibration.
- Custom rigs
- We build the rig your spec needs: head, chest or wrist, at your resolution and frame rate.
- Your format
- LeRobot, RLDS or HDF5.
04
Consent and rights
Clean rights, documented for every hour.
- Worker consentEvery worker signs a written, paid consent in their own language before recording.
- Site permissionThe owner of every site signs a permission to record.
- PrivacyNo sound, and faces blurred before delivery.
- RecordsProvenance records come with your dataset.
- LicenceLicensed for training, exclusive or shared.
05
Request a dataset
Tell us what you need. We reply within one working day.
