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Proofwerk
The data — the harvester stack

Needles, not haystacks.

Real-world data at fleet scale — at a lower cost per useful mile.

The harvester

Edge inference at ingress.

The harvester decides what matters on the machine, before anything crosses the bearer. No transit bill. No forever-storage. What leaves the vehicle is already shaped like evidence.

A disengagement is a free label — the scarcest data in physical AI, captured at the moment it happens.

Diagram: the improvement loop — fleet data becomes evidence, updated models return to the fleet
The improvement loop
The benchmark network

Every engagement adds an anonymized, schema-versioned record of how simulation maps to reality. OEMs, insurers, and rating bodies read the same network.

That shared readership is what makes each record worth contributing.