and dispatch the right vehicle at the right time for a given route. By dynamically coordinating yard operations and pinpointing charging issues (for EVs), MOEV minimizes electricity costs, maximizes battery life and ensures seamless service reliability. With deployments at multiple transit agencies, MOEV Inc. demonstrates how predictive analytics can drive both operational efficiency and sustainable electrification.