Standard
Head camera + IMU
Every recording: first‑person video with time‑aligned motion data.
Backed by Y Combinator
Augment records real‑world skilled work to train physical AI.
First‑person video of real workers in real workplaces, with time‑aligned IMU, recorded to your spec. On track for tens of thousands of hours a month.
- Egocentric videoSkilled hands at work, from the worker's own view
- Time-aligned IMUMotion data on the same timeline as every frame
- Recorded to your specTasks, cameras and views, hours and format
- Never publishedDelivered to your team, with our person on site
The data
First-person video of skilled hands at work.
Real workers doing their own jobs, filmed from a head-worn camera with a motion sensor. Stereo head rigs and wrist cameras when your spec calls for them.
To your spec
Stereo head rigs
Two cameras on the head when your models need depth.
On request
Wrist cameras
A close view of the grip and the tool.
Delivery
Every clip arrives time‑aligned and documented.
Video and IMU share one timeline. Each delivery carries camera intrinsics, a per-clip manifest and a QC sheet. Prefer one file? Take video and IMU together as a single MCAP‑style file.
Video + IMU · 12 seconds of one clip
Gyroscope · rad/sxyz
0.4
0
−0.4
−0.8
Head turnthe frame blurs, the gyro swings
Real gyroscope readings from these 12 seconds of the clip, downsampled for display.
Show values
| t (s) | x | y | z |
|---|---|---|---|
| 0.0 | 0.01 | 0.01 | 0.01 |
| 0.4 | 0.01 | 0.01 | −0.00 |
| 0.8 | 0.00 | −0.01 | 0.01 |
| 1.2 | −0.01 | 0.01 | −0.02 |
| 1.6 | −0.01 | −0.00 | −0.02 |
| 2.0 | −0.02 | 0.01 | 0.00 |
| 2.4 | 0.01 | 0.05 | −0.02 |
| 2.8 | −0.13 | −0.02 | −0.03 |
| 3.2 | −0.62 | −0.23 | 0.03 |
| 3.6 | −0.08 | 0.10 | 0.02 |
| 4.0 | 0.20 | 0.06 | −0.01 |
| 4.4 | 0.21 | 0.13 | −0.10 |
| 4.8 | 0.09 | −0.01 | 0.03 |
| 5.2 | −0.04 | 0.03 | 0.03 |
| 5.6 | 0.00 | 0.02 | 0.02 |
| 6.0 | 0.02 | −0.02 | 0.02 |
| 6.4 | 0.02 | 0.01 | 0.00 |
| 6.8 | −0.03 | −0.03 | 0.00 |
| 7.2 | −0.02 | −0.02 | 0.01 |
| 7.6 | 0.01 | −0.03 | 0.02 |
| 8.0 | 0.01 | 0.04 | −0.00 |
| 8.4 | 0.03 | 0.02 | 0.01 |
| 8.8 | 0.03 | 0.05 | 0.00 |
| 9.2 | 0.01 | 0.01 | −0.00 |
| 9.6 | 0.01 | 0.02 | 0.00 |
| 10.0 | 0.09 | −0.28 | 0.09 |
| 10.4 | −0.08 | 0.07 | −0.01 |
| 10.8 | 0.02 | 0.05 | 0.03 |
| 11.2 | −0.02 | 0.01 | 0.02 |
| 11.6 | 0.03 | −0.01 | −0.00 |
Video
Head-camera footage, with stereo or wrist views to your spec.
IMU
Accelerometer and gyroscope, time‑aligned to the video.
Camera intrinsics
Lens and camera parameters with every delivery.
Per-clip manifest
Task, environment and timing for each clip.
QC sheet
A quality-check record with every batch.
One file, if you prefer
Video and IMU together as a single MCAP‑style file.
Environments
Real working sites, not staged sets.
Head camera with IMU in every environment; wrist or stereo cameras to your spec. New sites added every week.
- 01Manufacturing
Electronics assembly and testing
Hand soldering, component placement, board inspection and testing
Sample on request - 02Manufacturing
CNC and machining
Loading and unloading parts, tool changes, measuring, deburring
- 03Manufacturing
Metal fabrication and welding
Arc and MIG welding, hardfacing heavy-equipment parts, grinding, cutting
- 04Manufacturing
Door and wood manufacturing
Cutting, routing, assembling and finishing doors and panels
- 05Manufacturing
Furniture making
Carving, joinery, sanding, finishing; rope and rattan weaving
- 06Manufacturing
Garment manufacturing
Sewing-line operations, cutting, finishing, packing
- 07Manufacturing
Hand stitching (sports goods)
Hand-stitching footballs: aligning panels, needlework
- 08Manufacturing
Signage and printing
LED sign assembly, vinyl cutting and stickering
- 09Installation
Network and data-center hardware
Fiber patching (LC/MPO), transceiver swaps (SFP/QSFP) at racks
- 10Installation
Electrical installation
Commercial wiring, panel and fixture fitting
- 11Installation
Solar installation
Mounting rooftop panels, wiring and fixing
- 12Construction
Construction and finishing
Masonry, plastering, wall spray painting, site work
- 13Service & repair
Mobile phone repair
Board-level repair, screen and part replacement
- 14Service & repair
AC and refrigeration service
Unit servicing and cleaning, gas charging, installation
- 15Service & repair
EV and motorcycle service
Diagnosis, battery and motor work, repairs
- 16Service & repair
Water plant service
Water-plant maintenance and part replacement
- 17Food
Commercial kitchens and food production
Multi-step cooking, prep, portioning, packing
-
+Your environment
Need a different setting?
Tell us the task. We match sites that agreed to record.
Talk to us
How a pilot works
From your spec to reviewed hours, in four steps.
- 01
You share your spec
Tasks, cameras and views, hours and format.
- 02
We match sites
Working sites that agreed to record, matched to your tasks.
- 03
We record
Our own person is on site every recording day.
- 04
You review
QC'd batches arrive with manifest, intrinsics and IMU, ready for your review.
Trust
Know where every hour came from.
Every hour we deliver is recorded with our own person on site, by adults who agreed to wear the camera.
-
Our person on site
Our own person is there every recording day, so each hour has a known origin.
-
Wearers who agreed
Every wearer is an adult who agreed to wear the camera.
-
Faces blurred on request
We blur faces in the footage when your use calls for it.
-
Never published
We never publish footage. Your project's files go straight to your team.
Contact
Tell us what your model needs to see.
Send your spec, or ask for sample data.