The thesis

Incumbent dealer-management systems are closed monoliths that innovate slowly; their switching cost protects them but also traps them. Hyperscalers carry neither the automotive domain nor the canonical vehicle data. That leaves a gap: no one has built the open, AI-native infrastructure layer the whole industry needs.

We start where the data and the daily workflow live - the DMS that runs a dealership - and turn it into a platform: canonical vehicle data with lineage, valuations that show their sources and a confidence interval, and inventory intelligence that prices both the car and the time it takes to sell. Then it grows outward, one module at a time, across everyone who touches a vehicle.

How we build