UC-049
Fleet Routing & Driver Coaching
Replans truck routes every 5-15 minutes and coaches driver behaviour, surfacing fuel savings, backhaul matches and on-time risk.
22-36Build Duration
11-30xIndicative ROI
The Challenge
Routing is static while live telematics and on-truck video go unused as intelligence, and empty-leg backhaul capacity is wasted. Competitors run the same static plans, so the gap is never priced.
How It Works
- Replans routes every 5-15 minutes using deep reinforcement learning over live telematics.
- Coaches drivers on fuel-efficient behaviour through an on-truck vision model.
- Matches backhaul opportunities across the fleet with multi-agent reinforcement learning.
What It Removes
- Route plans that never change once the day starts
- Telematics and video that never become intelligence
- Backhaul legs that run empty across the fleet
Input Data RequirementsLive telematics feeds, on-truck video, route and dispatch plans, fleet backhaul and load data
Output FormatRoutes replanned every 5-15 minutes, driver coaching prompts, backhaul match list, fuel and on-time dashboard
“Routes adjust during the day instead of the night before, and drivers see what the fuel numbers are telling them.”