Electrical
Install a socket outlet
3–8 min
For robotics labs & OEMs
Your brief. Recorded by skilled hands.
Unscripted first-person video of real skilled construction work, every step labeled, rights cleared. Ordered by trade, task and setting, delivered in the format your training pipeline expects.
- License
- Non-exclusive
- Delivery
- Dataset or API
- Rights
- Cleared per clip
Plumbing
Press-fit a copper pipe
2–6 min
Heating
Swap a radiator valve
8–12 min
Drywall
Cut drywall to size
5–12 min
Painting
Paint a wall with a roller
6–12 min
Carpentry
Fit a mitered baseboard
5–12 min
Tiling
Run a silicone joint
4–10 min
Metalwork
MAG-weld a fillet weld
5–12 min
Electrical
Retrofit a circuit breaker
8–12 min
Carpentry
Hang and adjust a door
6–12 min
Plumbing
Connect a basin faucet
6–12 min
Heating
Balance underfloor heating
8–12 min
Metalwork
Cut an internal thread
3–8 min
Tiling
Grout tiles
6–12 min
Electrical
Install a socket outlet
3–8 min
Plumbing
Press-fit a copper pipe
2–6 min
Heating
Swap a radiator valve
8–12 min
Drywall
Cut drywall to size
5–12 min
Painting
Paint a wall with a roller
6–12 min
Carpentry
Fit a mitered baseboard
5–12 min
Tiling
Run a silicone joint
4–10 min
Metalwork
MAG-weld a fillet weld
5–12 min
Electrical
Retrofit a circuit breaker
8–12 min
Carpentry
Hang and adjust a door
6–12 min
Plumbing
Connect a basin faucet
6–12 min
Heating
Balance underfloor heating
8–12 min
Metalwork
Cut an internal thread
3–8 min
Tiling
Grout tiles
6–12 min
Example tasks from our catalog, with the data each clip carries. New tasks are set up per brief.
The gap in physical AI
Robots are moving into homes. Nobody has taught them repairs.
Household chores and warehouse picking are already being recorded at scale. Repair is different: every home, every building and every fault is a little different. That's exactly the data your models lack.
Household chores
Recorded
Warehouses & factories
Recorded
Repair & maintenance
Missing
What we sell
ML data and APIs for every sector.
Take a dataset from the catalog, or brief us and we record it to order. Each lab picks the format that fits its pipeline.
Catalog datasets
Ready-to-train datasets by sector, trade and task. Annotated, with a rights record for every clip.
License per hour
Data API
Labs query exactly the clips they need, filtered by task, camera and rights status, and pull them straight into training.
Subscription + usage
Recorded to order
New tasks recorded to order by our network of skilled workers, at the volume a lab needs.
Per project
How it works
From brief to dataset.
You describe the task once. Skilled workers record it on real jobs, and you get reviewed, labeled clips.
-
01
You brief us
Trade, task, steps, camera, quality criteria, volume and deadline. One page is enough.
-
02
It becomes a task in the app
We turn your brief into a guided task with steps and safety notes. Only workers from the right trade see it.
-
03
Skilled workers record it
Recorded on real jobs with a head-mounted camera. The app checks hands, light and audio live, and you see the volume grow.
-
04
Reviewed and delivered
Our AI system and our reviewers check every clip. You get the accepted clips with labels and proof of rights, as a dataset or via API.
Use cases
One dataset, many uses.
Robotics & OEMs
Demonstrations, not raw video.
Standard spec · adjustable per brief
- Head camera
- 1080p · 30 fps
- RGB + IMU
- 21-pt hand pose
- Step labels
- No audio
- 01Egocentric RGB with motion data. Force sensing coming later.
- 02Labeled steps: task, hand pose, tool, contact, outcome.
- 03Unscripted, on real job sites, mistakes included. Not a staged workbench.
- 04A proof of rights for each recording, cleared for training.
episode.yamlSample schema
episode: ELEC-DE-000184
trade: electrical
task: install_socket_outlet
environment: residential · drywall · 2nd fix
view: egocentric · helmet
streams: [rgb, imu] # force: later
labels:
steps: [strip, insert, terminate, mount, check]
hands: 21-pt pose · left/right
tool: vde_screwdriver
contact: hand ↔ terminal
outcome: success
rights:
site: ✓ worker_consent: ✓ redaction: ✓
license: non-exclusive
format: agreed per orderVision & AI models
First-person video for action recognition, step detection and AI assistants.
Safety & training
Real procedures including the safety steps, for safety systems and training content.
Industry & energy
Maintenance and repair at industrial and energy sites, recorded with the operator's approval.
Rights chain
The rights come before the first frame.
You can't sell an hour you don't have the rights to. So every hour comes with a written record of who agreed to what.
01✓
The company
Approves recording on its site, in writing.
02✓
The worker
Works as usual. Recording is silent and only runs when they start it.
03✓
Everyone else
Faces, plans, logos and client details are removed.
04✓
The license
The proof of rights travels with the data to every lab.
What exactly do you sell?
Licensed, labeled demonstrations of skilled construction work. Each recording lists the trade, task, tool and outcome, and comes with its proof of rights.
What formats do you deliver?
Video with annotations, as a dataset download or through our data API. The exact format is agreed per order.
Can you record a task that isn't in your catalog?
Yes. That's custom collection: we turn your brief into a new task and record it at the volume you need.
Can one hour go to several labs?
Yes. Licenses are non-exclusive by default, so the same accepted hour can train models at more than one lab. Exclusive terms are possible per order.
What leaves the job site?
Only labeled demonstrations, after redaction. Bystanders' faces, building plans, logos and client details are removed before any data is licensed.
What should we record for you?
Need demonstrations of a specific trade or task? Send us a brief and we'll get back to you with scope and timeline.