What robotics data buyers want
- Teleoperation sessions: operator commands recorded alongside camera, force and joint-state data.
- Robot cell logs: cycle times, faults, interventions and recoveries on real production lines.
- Multi-sensor recordings: synchronised video, depth, lidar and proprioception with timestamps.
- Task annotations: what the robot was trying to do and whether it worked.
Diversity matters more than volume: many objects, environments and failure types beat hours of the same pick-and-place.
Which businesses hold useful robot data
Manufacturers running robot cells, warehouse and logistics operators, robotics integrators, inspection and maintenance firms using robots in the field, and research labs with recorded experiments. If your machines log what they did and when, you probably hold more than you think. See also licensing manufacturing data.
Rights and privacy checks
- Ownership. Check contracts with robot vendors and integrators; some claim rights to operational data.
- Customer sites. Recordings made at a client’s facility may need their consent.
- People in frame. Blur or remove faces and operator identities.
- Trade secrets. Exclude process parameters you don’t want a buyer to learn.
Our preparation guide covers de-identification in detail.
How to start
List the robots, sensors and years of logs you hold, and what format they are in. You don’t need to move any files to find out whether buyers are interested. Calto Data is an independent introducer: our free two-minute check tells you whether your robotics data fits what physical AI developers ask for.
Frequently asked questions
Is simulation data enough for training robots?
Usually not on its own. Developers use simulation for scale but need real-world runs to close the gap between simulated and real physics, sensors and failures.
Do we need to annotate robot data before licensing it?
No. Raw logs with timestamps and basic task labels are often enough; buyers or their partners can add detailed annotation.
Can we license data from robots we bought from a vendor?
Often yes, but check the purchase and service contracts first, since some vendors reserve rights to operational data.