The techniques described in this disclosure are directed to validating an application that is to be executed on a graphics processing unit (GPU). For example, a validation server device may receive code of the application. The validation server device may provide some level of assurance that the application satisfies one or more performance criteria. In this manner, the probability of a problematic application executing on the device that includes the GPU may be reduced.