The traditional management method for military vehicles has failed to adapt to army informatization, and it is urgent to use an efficient management mode integrating new technology. Therefore, aiming at the security authentication and authorization involved in management, this study designs a remote authorization and monitoring system for military vehicles based on artificial intelligence. The system adopts the latest face recognition technology and network technology, comprising vehicle, server, and client terminals. The vehicle terminal is deployed on the NVIDIA Jeston Nano AI development board in the driver’s cab, and it depends on a face recognition model to authenticate the driver and carries out data interaction with the server terminal. The server terminal is placed in the cloud server to manage the information of the vehicle and the client terminal, summarize the data uploaded by the vehicle, and establish data interaction between the vehicle and the client. In addition, the client terminal is deployed in the mobile intelligent terminal for remote authorization, remote monitoring, etc. The test shows that the system can realize the automatic certification, remote authorization, and remote monitoring of vehicles and prevent the illegal use of them to guarantee their safety.