Data collection companies
Prove your data quality to buyers.
Buyers want evidence, not a sales sheet. We run independent checks and human verification on your teleop or egocentric data and attach a quality report to every delivery: per-episode scores, rejection reasons and how each episode was verified.
- Hand buyers an independent quality report with every dataset
- Catch bad episodes before the buyer does
- Add segmentation and language labels so each episode is worth more
Robot learning teams
Spend your time on the policy, not on cleaning.
Send raw teleop logs or LeRobot / HDF5 datasets. Get back episodes you can train on today: cleaned, filtered by a quality threshold you choose, segmented into sub-tasks and described in language for VLA training.
- Drop or down-weight bad demonstrations by score
- Sub-task segments and language instructions for hierarchical and VLA policies
- Same format in and out, so your dataloader doesn't change
Evaluation
Human-verified grading of policy rollouts.
Send rollouts from real or simulated evaluations. Reviewers grade each one against your success criteria and label where and how it failed, so you compare checkpoints on numbers you trust.
- Success or failure per rollout against your rubric
- Failure frame and failure type
- Consistent grading across checkpoints and runs
Send us 100 episodes.
Judge the output yourself. The pilot is free, results come back in 48 hours, and there's no contract.