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 fail because the robot didn't see enough real situations.
Your team spends more time fixing timestamps and debugging frame drops than actually training models.
Raw robot logs look like data, but they need two weeks of cleanup before they're trainable.
Without proper QA and calibration checks, more volume just means more garbage.
What we deliver
A versioned dataset you can train on the same day you receive it.
Complete task attempts with consistent structure that match your exact schema.
Multiple camera angles at fixed framerates, time-aligned within single-digit milliseconds after drift correction.
Full proprioceptive state and commanded actions logged at every timestep.
Camera parameters verified before each collection session.
Success and failure annotations, plus optional step boundaries and object detections.
Detailed breakdown of what passed, what failed, and why.
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 charge for accepted episodes delivered, not hours collected.
- Agreed acceptance tests before we start
- Rejected episodes recollected or replaced
- Full QA transparency in every delivery
- 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 →