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We are looking for one partner with outcome data.
Everything on this site can be built without a fleet or a carrier. The one thing that cannot is the link between what a driver does and what it costs — and that only exists inside an organisation with its own collision record.
What we need
Trip telemetry joined to collision or claims outcomes. De-identified is fine. Enough volume to fit thresholds and weights, and to measure whether the result actually separates risk.
What you get
A model calibrated on your own book, the full measurement pipeline, and camera-derived signals built against your loss definitions rather than a generic benchmark. Findings shared with you before anyone else.