The Mapbox Matrix API has been upgraded to support scheduled departure times and provide more accurate route estimates by incorporating live and historical traffic predictions, enhancing its utility for fleet optimization and logistics solutions. This new functionality allows for improved route planning and operational certainty, offering significant cost savings and increased customer satisfaction by enabling more accurate ETAs and better management of deliveries. By accounting for expected traffic conditions and road changes, the API enhances the efficiency of fleet operations and delivery services, reducing vehicle wear-and-tear, optimizing delivery routes, and improving punctuality, which in turn boosts fuel efficiency and reduces emissions. The API's advanced transportation algorithms and customizable options equip fleet operators and Mobility as a Service providers to make informed decisions that enhance performance and revenue, while also increasing customer satisfaction through improved arrival punctuality.