Logistics companies struggle to implement AI automation without disrupting existing operations

Chinese logistics enterprises face significant challenges deploying AI-powered intelligent agents and automation systems into their current workflows. Companies lack clear frameworks for scenario-based AI integration, resulting in failed pilots, wasted investments, and inability to achieve promised efficiency gains. Current solutions offer generic AI tools rather than logistics-specific implementations that address real operational pain points.