While transitioning to smart factories is an inevitable path for manufacturing enterprises, many such companies in China still face significant challenges during this process. For instance, they may blindly purchase automation equipment and production lines that do not suit their actual operational needs. Another common issue is the persistent information silos, which pose a major obstacle in the journey toward smart factories.