Three models. One flywheel.

Every shipment feeds pricing, risk, and vision. The models sharpen the corridor; the corridor deepens the moat.

Pricing Intelligence

Confidence band ±6% · learning from 1,240 I-95 shipments

Predicts a locked all-in price with a live confidence band. Every quote a shipper accepts becomes a training example.

Carrier Risk Scoring

Preferred / Verified / Watch · trained on 3,860 completed loads

Scores carriers on FMCSA authority, active insurance, and delivery history. Tier drives who sees which loads first — never who is 'assigned.'

Condition-Report Vision

Precision 94% · learning from side-by-side pickup/delivery pairs

Compares pickup vs delivery photos slot-by-slot. Flags area, damage type, severity, and confidence — never auto-releases funds when confidence is low.

Data flywheel

Cold-start

Seeded from market data

Learning Now

Now — each completed load sharpens all three models

Compounding

Corridor-specific edge, competitors can't replicate

Pilot models are simulated and seeded from market data. Production models train on completed-shipment data.