The disclosed embodiments include computer-implemented systems and processes that perform operations consistent with services provisioned to a device based on real-time sensor data indicative of and characterizing a user's operation of the device and additionally or alternatively, a system or apparatus that includes the device. For example, the device may obtain stored data identifying a provisioned service, and may obtain sensor data captured by an on-board or external sensor during an operation of the device. Based on the sensor data, the device may generate a usage parameter that characterizes the operation of the device during a temporal period, and perform an operation consistent with the provisioned service in accordance with the generated usage parameter.