The Rail-mounted AI Inspection Robot System is an intelligent inspection solution designed for enclosed track environments. The system employs visible light monitoring, infrared thermal imaging, and AI algorithms to achieve comprehensive real-time monitoring of equipment status, helping users quickly identify and address potential risks. The robot supports multiple inspection modes including automatic, self-check, and manual operations, utilizing 5G communication for remote data transmission, providing security assurance for complex industrial environments.