Systems, methods, apparatus, and computer-readable media provide for allocating vehicle resources to future vehicle requirements based on priority environments, such as in or near ‘hot spots,’ or other priority locations, where requests for vehicle resources are or are expected to be particularly high. In one embodiment, a vehicle resource allocation system allocates vehicles to requested locations such that vehicles of a fleet become more readily available to a hot spot, without requiring vehicles to be directed specifically to the hot spot.