Predictive inventory management

A system comprising:

• one or more processors;
• and one or more computer-readable non-transitory storage media in communication with the one or more processors, the one or more computer-readable non-transitory storage media comprising instructions that when executed by the one or more processors, cause the system to:
• receive a ride request from a user computing device associated with a user, wherein the ride request requests a user pick-up at a geographic location;
• determine one or more preferred items of the user;
• identify, from a group of vehicles located in the geographic location, a vehicle that comprises an in-vehicle vending apparatus with an inventory that includes one or more of the preferred items of the user;
• and
• send an instruction to a computing device of the vehicle for traveling to the geographic location for the user pick-up.

One or more computer-readable non-transitory storage media storing instructions that, when executed by one or more processors included in one or more computing devices, cause the one or more computing devices to:

• receive a ride request from a user computing device associated with a user, wherein the ride request requests a user pick-up at a geographic location;
• determine one or more preferred items of the user;
• identify, from a group of vehicles located in the geographic location, a vehicle that comprises an in-vehicle vending apparatus with an inventory that includes one or more of the preferred items of the user;
• and
• send an instruction to a computing device of the vehicle for traveling to the geographic location for the user pick-up.