Introduction: Fat tire electric bikes with extended battery ranges enable fleets to navigate diverse terrains efficiently, boosting productivity and reliability across urban and off-road routes. As the seasons shift into colder months and wetter days become the norm, fleet managers face fresh challenges in maintaining reliable transportation optio