Every AI decision loop should improve the rider experience and the owner economics.
The ops team gets the next best action: charge these units, move this cluster, recover these exceptions, draft this report.
Better charging, rebalancing, and maintenance means riders see available vehicles where demand actually appears.
The owner sees which vehicles, zones, tasks, and city rules create profit or destroy it before month-end review.