Systems and methods for engagement-based routing transportation services are disclosed. A method includes establishing a communication session between a server computing device, client computing device, and plurality of geographic routing entities. The method further includes receiving a request for the geographic routing system from the client computing device. The method further includes identifying ones of the geographic routing entities within a determined geographic distance of the client computing device and obtaining a plurality of scores and a plurality of geographic distances from the client computing device. The method further includes transmitting the request to one or more of the identified geographic routing entities. The method further includes receiving acceptances of the request from at least a subset of the identified geographic routing entities. The method further includes selecting a geographic routing entity from the subset based on the plurality of scores and the plurality of geographic distances.