Implementations of the disclosure provide for to remotely testing operational components of a mobile device. In one implementation, a method is provided. The method includes providing, by a server processing device, instructions to a mobile device for a user to interact with a component of the mobile device. Data associated with an operation of the component in view of the instructions is received. The received data is compared to a model input characterizing a functional level associated with the operation of the component. Thereupon, it is determined whether there is a depleted operation of the component in view of the comparison.