As time-to-delivery competition in bulky-goods logistics intensified and hybrid B2B/B2C demand surged, traditional fulfilment models struggled to keep pace. The Qingdao site developed an AI-enabled platform that uses intelligent decision-making across order fulfilment, warehouse operations, vehicle scheduling and carrier bidding to dynamically optimize logistics flows. This transformation increased response time by 48%, improved inventory turnover by 40% and reduced transportation costs by 23%.