Robotics training data, delivered to your spec.
We ship training-ready robot episodes: multi-view video, state and action logs, calibration, and labels. Packaged in your schema. With QA and replacement guarantees.
The data bottleneck
Robot models don't fail because you picked the wrong optimizer. They fail because the robot didn't see enough real situations.
Timestamp archaeology. Frame-drop debugging. Action-state alignment fixes. Schema conversions. Your team spends more time cleaning than training.
Raw robot logs can't be trained on immediately. They can be trained on after two weeks of pain. That's not the same thing.
Operator training, calibration drift, continuous QA, versioning. If you can't keep quality stable, volume is worthless.
What we deliver
A "dataset drop" is a versioned folder you can train on the same day you receive it.
Task attempts with consistent structure. Every episode follows your schema exactly.
2-4 camera views at fixed fps, time-synced to the millisecond.
Joint positions, gripper state, end-effector pose. Commands at each timestep.
Camera intrinsics and extrinsics. Verified before each collection session.
Success/fail with reason. Optional: step boundaries, grasp events, object boxes.
What got rejected and why. Full transparency on quality metrics.
How it works
From spec to scale in four steps.
Embodiment, action space, sensors, rates, labels, file format, reject rules. We'll help you write one if you don't have it yet.
100-300 episodes in your exact schema. Your team validates that the data loads, trains, and matches expectations.
Example: 50 hours in 2 weeks, delivered weekly, with a stable reject rate. The pilot proves we can hit your acceptance tests on a schedule.
More hours, more tasks, more environments. Same schema, same QA rules, consistent delivery cadence.
Quality guarantee
We do not charge for "hours collected." We charge for accepted episodes delivered.
- —Agreed acceptance tests before we start
- —Rejected episodes recollected or replaced
- —Full QA transparency in every drop
- —Weekly delivery cadence
Get started
Send us your spec and we'll reply with confirmation we can match your schema, sample pack timeline, and pilot quote.
Send us your spec →