Systems, devices, media, and methods are presented for categorizing unknown devices using benchmark applications. Benchmark applications are distributed to client devices to produce performance metrics for the client devices. Performance metrics of the client devices are used to categorize unknown devices by comparing the performance metrics of these devices to performance metrics of known devices.