Managed labeling

We run the operation. You hold the instrument.

Send us the recordings with every sensor stream intact. We label them end to end, in house. You get the finished archive, both measurements, and the recipe to recompute them.

What you send

The recordings, as they came off the vehicle.

Every sensor stream intact. Nothing pre-sorted, nothing pre-cleaned, nothing held back because you assume we cannot use it.

We work from the complete sensor set your vehicles already record. What we do with it is our business.

What we do

The six phases of WITNESS, run by us.

We survey what you have, rank it, label it, gate it, and prove what changed.

People review the work, and the record of what they changed comes back to you with the archive. How we decide which scenes reach a person is our business.

What you get back

A finished archive and the number that grades it.

Labels ready to train on. When your archive arrives carrying labels, we audit those first. We audit ours the same way before delivery. Same instrument, same protocol, same selection rule.

And the recipe to recompute both yourself.

Every labeling vendor computes its own quality number. You compute ours.

WITNESS measures a labeling operation you run. Here, we are the labeling operation, and we point the same instrument at our own work.

We measure the labels your archive arrives with. We measure ours before we deliver. One instrument, one selection rule, both numbers handed to you with the recipe that produced them. You never take the change on our word. You run the measurement yourself and it either moved or it didn't.