AI-Driven Warehouse Management System

WMS Warehouse Brain
Material Foresight, Zero Stockout Stoppage

From reactive shortage response to proactive material prediction. The AI-powered warehouse brain senses production line consumption rhythm in real time, automatically dispatches AMRs for material turnover, and drives stockout-related stoppage probability to zero.

Live Dashboard

Warehouse Real-Time Awareness

A simulated real-time view of the raw material warehouse. The WMS system synchronizes location data at millisecond frequency. When any material falls below the safety stock threshold, risks are instantly intercepted and an AMR replenishment task is automatically generated in the background.

AMR real-time sensing, 99.97% inventory accuracy
AI predicts and triggers replenishment 2-4 hours in advance
Relies on manual counting, data lags 4-8 hours, causing inventory inaccuracies
Stockouts are only discovered when the line is already stopped
WMS Smart Warehouse Board — Raw Material Warehouse
Live Syncing
99.97%
Inventory Accuracy
99.4%
Replenishment Timeliness
4.2
Inventory Turnover Days
0
Stockout Stoppages
Material Name / SKUCurrent StockLocationStatus
PCB Mainboard A12
PCB-A12-01
3,240 PCS
A-01-03
Adequate
Li-ion Cell 3000mAh
BAT-3000MAH
1,820 PCS
B-02-07
Warning
Aluminum Shell Black
SHELL-AL-BLK
5,100 PCS
A-03-12
Adequate
5MP OIS Camera Lens
LENS-5MP-OIS
412 PCS
C-01-01
Critical
65W Charging Adapter
SCR-65W
6,800 PCS
D-04-06
Adequate
Full-Link Architecture

End-to-End Integration from ERP to Production Line

Completely break information silos. Zhijieli WMS connects upward with ERP to receive production plans and downward with AMRs and line equipment for physical handling, achieving perfect unification of information flow and material flow.

Enterprise Management (ERP)

Automatically synchronizes production plans and BOM lists from mainstream ERP systems like SAP/Oracle, converting them into precise material requirement plans.

BOM Sync / Work Order Dispatch

WMS Intelligent Brain

The computing core. Combines real-time inventory, location optimization algorithms, and AI consumption prediction models to transform requirements into concrete scheduling tasks.

AI Prediction3D LocationPolicy Routing

Physical Execution Layer (AMR/Line)

Receives WMS scheduling commands. AMRs autonomously travel to warehouses for handoff, using obstacle avoidance and navigation to deliver materials precisely to designated line-side storage.

SLAM Navigation / Visual Handoff
Smart Scenarios

Full-Scenario Digital Control

Smart Inbound Quality Inspection

Integrates vision inspection and RFID technology. Incoming materials are automatically verified against supplier batch, specifications, and pass rate. Non-conforming items are intercepted to quarantine; conforming items are assigned optimal shelf locations based on weight and volume.

Pick-to-Light & Kitting Management

Supports Pick-to-Light electronic label picking for error-proofing. For complex work orders, the system automatically checks BOM kitting rate — only 100% complete material orders are released to the line, preventing WIP accumulation.

Finished Product Traceability & Shipping

Assigns each finished product a unique digital ID. From packaging to case packing to final shipment, full-process barcode binding enables one-click traceability of all batch raw materials used in any product, meeting compliance requirements for automotive and other high-standard industries.

Core Features

Four-Dimensional Capability Matrix

AI Predictive Replenishment

Based on historical material usage patterns, order plans, and line rhythm, predicts material demand and automatically triggers replenishment 2-4 hours before shortage, eliminating stockout stoppages.

Demand prediction modelEarly warning triggerAdaptive safety stockEmergency replenishment闭环

AMR Material Pull Scheduling

Deeply integrated with the multi-agent scheduling engine, automatically issuing AMR pickup and replenishment tasks based on real-time line consumption rates for fully automated pull logistics.

Pull logistics driveAMR task联动Dynamic path optimizationMulti-point concurrent replenishment

Precision Inventory Control

Centimeter-level shelf management system providing real-time visibility into material SKU, quantity, and status per location. FIFO rules auto-executed to prevent material expiration.

cm-level location managementAuto FIFO executionSlow-moving alertDynamic location allocation

Receiving & Shipping Verification and Traceability

Scan/RFID-driven receiving verification and shipping traceability. Supplier, batch, and QC status for each material lot are fully recorded — one-click traceability report export.

Receiving QC verificationFull batch traceabilitySupplier performance analysisOne-click traceability report
99.97%
Inventory Accuracy Rate
0
Unplanned Stockout Stoppages
-60%
Line-Side Safety Stock
4.2 Days
Raw Material Turnover

Native Deep Integration with Multi-Agent Scheduling

As a key piece of the Zhijieli factory brain, WMS is no island — it directly drives the underlying Multi-Agent scheduling engine. It automatically assigns material handling tasks to AMR fleets, identifies optimal replenishment routes, all without human intervention. Meanwhile, the system is bidirectionally integrated with the MES production planning module, achieving 100% perfect match between material supply cadence and production cadence.

Never Run Out of Materials,
Never Stop the Line