Abstract: Promotion deductions are processed by receiving a deduction backup including a deduction charge at a computing system. Details of the deduction charge are extracted from the backup and stored. The extracted details are then compared to criteria for various active promotions to determine whether the deduction charge is valid and should be consolidated, e.g., in an accounting system. Systems and methods of the disclosure also include functionality to receive and process deduction backups in various formats, to implement machine learning to perform various predictive tasks, and to automatically initiate dispute processes if a deduction charge is found to be invalid.

Abstract: Methods are provided for remotely starting up one or a plurality of vehicles. These methods involve starting up hardware and/or software modules of the vehicle in a particular order so as to account for dependencies among the various modules. In one form, states of various hardware and/or software modules in the vehicle, and errors observed in starting up various modules and troubleshooting is applied in an automated manner. Moreover, the methods may involve ensure proper startup of modules for performing a localization procedure for the vehicle.

Abstract: Methods are provided for remotely starting up one or a plurality of vehicles. These methods involve starting up hardware and/or software modules of the vehicle in a particular order so as to account for dependencies among the various modules. In one form, states of various hardware and/or software modules in the vehicle, and errors observed in starting up various modules and troubleshooting is applied in an automated manner. Moreover, the methods may involve ensure proper startup of modules for performing a localization procedure for the vehicle.

Abstract: Promotion deductions are processed by receiving a deduction backup including a deduction charge at a computing system. Details of the deduction charge are extracted from the backup and stored. The extracted details are then compared to criteria for various active promotions to determine whether the deduction charge is valid and should be consolidated, e.g., in an accounting system. Systems and methods of the disclosure also include functionality to receive and process deduction backups in various formats, to implement machine learning to perform various predictive tasks, and to automatically initiate dispute processes if a deduction charge is found to be invalid.