The truck that keeps coming back Every fleet has one. Unit 214 goes in for a derate, comes out, runs three weeks, and derates again. Different technician, different shift, sometimes a different shop. Each visit is closed correctly. The truck […]

The Integration Problem Most fleets already run a CMMS (computerized maintenance management system) or EAM (enterprise asset management) platform technicians know by heart. Every PM schedule, VMRS code, and defect report lives there. So when an AI layer gets added

A prediction only creates value when it becomes the right action at the right time, and that handoff happens in the work order. A vague work order wastes the lead time predictive maintenance buys you. With repair and maintenance costs

The Old Way: Reactive Rotation Most fleets manage weekly maintenance attention the same way: inspection due dates, mileage triggers, whichever driver complained loudest. Every truck gets roughly equal attention on a fixed calendar, whether it ran hard in summer heat

A truck rolls through the yard with clean telematics. No active fault codes, no red flags on the dashboard, engine temperature and pressure readings sitting inside normal range. By every live signal, it looks fine. Its work order history tells

The Myth: A Dashboard Alert Is a Prediction Ask fleet managers what predictive maintenance means, and most will point to their dashboard. A fault code flashes red, an email lands in the inbox, a text goes to the maintenance manager.

Most maintenance teams already have more telematics data than they know what to do with. The problem is not collection, it is cadence. Data gets pulled up when a fault code fires or a vehicle breaks down, then set aside

A fault code fires. A technician pulls the code, sees “DPF differential pressure high,” and starts troubleshooting from there. That is the standard response across most shops today. It is also where the real problem starts. The myth: many fleets

A truck breaks down 200 miles from the nearest shop on a Tuesday afternoon. The driver is stranded, dispatch is scrambling, a tow costs more than the repair, and a customer delivery is now at risk. This is what a

Fleet maintenance budgets are built on assumptions. Scheduled intervals. Historical averages. Projected parts costs. What they rarely account for is the actual cost of a truck breaking down on the roadside. Emergency repairs are not just expensive. They are expensive