With the development of e-commerce and online retail, the demand for the retail industry is growing rapidly...
High SKU diversity and seasonal inventory shifts overwhelm traditional warehouse systems...
Supports mixed formats—totes, pallets, cartons, irregulars...
Items like beverages, oil, and snacks require high-volume storage...
Fully automated solution that leverages vertical and deep-rack layouts...
Retailers must follow strict pallet stacking rules (e.g., heavy-on-bottom)...
Ensures AMRs deliver items to pick stations in precise stacking order...
Seasonal promotions like Black Friday cause order surges...
Fixed systems handle steady loads; AMRs flexibly absorb demand spikes...
The apparel industry faces high SKU complexity and return rates, making manual processing inefficient...
Return rates in apparel e-commerce reach ~35%...
Doubles processing efficiency, supports flexible deployment...
SKU layouts must shift rapidly for seasonal promotions...
Real-time SKU zone reallocation based on sales volume...
Footwear & apparel SKUs vary by color, size, gender, width...
Supports shelf/tote/pallet-to-person models...
With the rapid development of the national economy and the continuous improvement of the level of industrial automation, the manufacturing industry is developing in the direction of high, static and cutting-edge, so high precision, high efficiency and high performance have been the inevitable development trend of automated manufacturing, and will also accelerate the intelligent transformation of internal production and logistics and warehousing of manufacturing enterprises.
Clients often use diverse and complex WMS or ERP systems, making data integration difficult. Traditional WMS/WES platforms struggle to adapt to the varied system requirements of different customers.
Unified APIs seamlessly integrate with client-side WMS, ERP, and MES systems. Minimizes custom development. Reduces integration costs and speeds up deployment.
Many clients face large seasonal fluctuations in demand or need rapid warehouse expansion. Traditional fixed zoning models lead to underutilized space (avg. <65%) and costly temporary changes.
Deep RL-powered allocation system adjusts zone boundaries in real time. Accounts for SKU size, turnover, product affinity. Modular AMRs and racking enable fast reconfiguration to meet demand shifts.
In 3PL B2B bulk order handling, electric forklift operators are critical. Yet high turnover and long training cycles hinder efficiency. During peak seasons, temporary workers make up to 40% of the workforce, causing damage rates of 2.3% (vs. 1.5% industry avg.).
Reduces forklift reliance via shelf-, tote-, and pallet-to-person solutions. Cuts walking distances and manual handling. Flexibly deploys AMRs by real-time order volume to absorb labor volatility.
With the gradual expansion of the cold chain logistics market...
Most cold storage sites still rely on manual forklifts and static racking...
Operates within -25°C zones to enable 30–60% higher storage density...
At -25°C, manual picking speed drops by 40%...
Transfers outbound picking to external AMRs...
With the rapid development of the national economy and the continuous improvement of the level of industrial automation...
Manual forklift transport has low speeds (2–3 km/h)...
Automates movement between storage and production lines...
Traditional beam racks only reach 60–70% utilization...
Boosts utilization to 90%, reduces aisle space to 15%...
Manual picking error rates reach 5–8%...
Visual recognition + laser navigation reduce errors...
