Systems, apparatus, and computer-readable media for verifying operations of vehicle control systems are disclosed. During a test cycle, a vehicle-embedded computer device (VECD) may monitor control modules and/or sensors embedded in a vehicle for control system data (CSD), may generate and report fingerprint based on a combination of the CSD, and may report the fingerprint to a vehicle performance verification system (VPVS). During deployment, the VECD may monitor the control modules/sensors for CSD, may generate and performance results (PRs) based on a combination of the CSD, and may report the PRs to the VPVS. The VPVS may verify whether the control systems of the vehicle are operating as desired based on a comparison of the PRs with the fingerprint. The VPVS may generate and send an alert or flag to a remote device if the control systems of the vehicle are not operating as desired.