Provided herein is a platform for distributing and navigating an autonomous or semi-autonomous fleet throughout a plurality of pathways. The platform may employ demand distribution prediction algorithms, and interim repositioning algorithms to distribute the autonomous or semi-autonomous fleet for performing orders and tasks.