Using AI algorithms, the logistics management system can accurately predict delivery time windows, dynamically plan optimal transportation routes, and significantly reduce unnecessary costs such as empty driving, waiting, and detours. The AI-empowered unmanned intelligent warehouse can realize the automatic warehousing, storage, picking, and delivery of goods. Using the AI prediction model, through the in-depth analysis of the operation data of logistics equipment, the risk of failure can be predicted in advance, preventive maintenance can be implemented, and downtime losses caused by sudden failures can be avoided.