Smart retail in China is accelerating from digitalization to a higher stage of "Decision Intelligence". The core transformation lies in leveraging "People, Goods, and Venues" as omni-channel elements to build a business closed-loop driven by consumer demand. By unifying omni-channel data, retail enterprises have achieved a transition from precise insights into "People" to smart supply chain collaboration for "Goods," and refined operations for "Venues". The introduction of AI agents has further promoted the automated implementation of store site selection, automatic replenishment, and personalized marketing. This model, with data as the bond and intelligent decision-making as the engine, is significantly improving fulfillment efficiency and repurchase rates in the retail industry, leading the sector toward high-quality sustainable growth.

