Manipulation
Trust infrastructure for physical AI
In beta. The open marketplace for robotics training data
Every listing is verified against the actual files and graded A+ to F before it goes on sale. Buyers know what they are paying for. Sellers keep full ownership.
Join the soft launch on September 1. Request access
Verification and grading run on every dataset, seller files are read-only, always
Coverage across household, industrial, hospitality, construction, and personal care environments, through our supplier network. If it is not listed, we can source it.
Marketplace
Verified datasets, graded before they list
Every listing carries a verification stamp and a KB Quality grade, so you can compare like for like before you pay.
Manipulation
Cleaning POV
Cannot find it?
Request a custom dataset
Tell us the task, environment, robot, and volume you need. We scope it against our supplier network and come back with a proposal.
Request a datasetTwo results, never mixed
Every dataset answers two questions
Is the seller telling the truth, and is the data any good. We answer them separately, because a modest honest card on great footage should do well, and an inflated card on the same footage should not.
01 · Verification
Is the card true?
Every factual claim on the dataset card is checked against the actual files. Each claim comes back with one of three stamps, always with the evidence attached.
02 · KB Quality grade
How good is the footage?
An independent grade from A+ to F on four quality pillars, using the same versioned weights for every seller, so a grade means the same thing everywhere.
For sellers
Your data, your terms
- Your files are read-only. We measure, we never modify.
- You set the price, the license, and the exclusivity.
- Flags come back to you first, with the evidence.
For buyers
Know before you pay
- Only verified listings go live.
- See every claim stamp and the evidence behind it.
- Compare grades on one rubric across all sellers.
Be there when the marketplace opens
Request access as a buyer, or list the data you already hold.


