Real sites. Skilled hands. Data your models can learn from.
Ayki records experienced technicians at oil, gas and mining sites in West Africa and delivers it as human demonstration data for training robotics models.
Contact usOverview
Industrial robots need data from industrial sites. Very little of it exists yet.
Where
Sites few teams can reach
Working oil, gas and mining operations, not labs, homes or warehouses.
What
Skilled work, first person
Synced video and hand motion from experienced technicians, labelled for success or failure.
How
In your format
LeRobot format or your own spec, ready for your training pipeline.
The data
One episode is one attempt at one task, recorded on site.
Example task: operating an industrial valveIllustration
Video
Hand pose
Wrist IMU
Steps
ApproachGraspRotateConfirm
SuccessTime-alignedCalibratedFaces blurred
- Video
- Head-mounted and first-person, from the technician doing the work
- Hand motion
- Hand pose and wrist movement, recorded with the video
- Sync
- All streams time-aligned, with sensor calibration recorded
- Labels
- Task steps, and success or failure for every attempt
- Context
- The site procedure behind each task
- Delivery
- LeRobot format or your own spec, with provenance for every file
Pilot
Start with a benchmark. See the improvement before you buy at volume.
- Pick a taskWe agree one task and the data format with you.
- We capture itAround 100 hours on site, with every episode quality-checked.
- You retrainYour baseline model, with our data added.
- We measureTask success on held-out settings the model hasn’t seen.
Trust
Built with the people whose work we record.
- Informed consent from every worker, in local languages
- Faces blurred on the device before data leaves the site
- Operators and workers share in the revenue
- Capture starts in non-explosive zones
Building robots for industrial or field work? Let’s talk.
Contact us
farouk@aykitechnologies.com