SKU explosion
Production lines involve tens of thousands of material types — specs, sizes, and container formats all differ. Fixed automation can’t cover them.
Industrial embodied intelligence · Suzhou → Worldwide
SHANGQU.AI focuses on the last meter of industrial embodied intelligence — giving robots the ability to see materials, understand tasks, and work autonomously in real production environments across 3C electronics, semiconductor, and high-end manufacturing.
Validated in live production at Fortune Global 500 manufacturers
The problem
In warehouse and intralogistics for 3C electronics, semiconductor, and high-end manufacturing, four structural challenges have resisted automation for decades.
Production lines involve tens of thousands of material types — specs, sizes, and container formats all differ. Fixed automation can’t cover them.
Positions, containers, and batches keep shifting. Fixed-program robots need reprogramming and re-debugging at every changeover.
Skilled-worker shortages, long training cycles, and fatigue-driven accuracy drops make productivity impossible to forecast.
Cleanrooms, ESD control, and mixed people–equipment traffic impose strict operational safety demands.
What manufacturing needs is not more robots — it is a Physical AI Workforce that understands the physical world, decides autonomously, and executes reliably.
Products
AgentOS + standardized robot platforms + industry skill packs — one embodied “brain + cerebellum” stack, modularly reused across robots and scenarios.
High-bay rack robot
Material handling and storage operations for traditional high-bay rack environments — retrofit into the racks you already run, no fixed fixtures required.
VLM lift-cabinet robot
Flexible manipulation for vertical lift module (VLM) scenarios — perceiving and handling parts in dynamic, ever-changing cabinet trays.
ASRS tote robot
Warehouse operations for ASRS tote and bin scenarios — flexible picking and put-away across thousands of SKUs on automated lines.
Industrial embodied AI OS
The operating system for industrial embodied intelligence — connecting perception, task reasoning, industrial skills, deterministic control, and field data. Integrates with your existing MES, WMS, ERP, and PLC systems.
Product strategy: proven AMR, arm, vision, and industrial-control hardware as standard components — SHANGQU.AI concentrates its technology in perception, skills, software, and industrial delivery, so customers get frontier physical AI at controllable cost.
Multi-modal vision and 3D scene understanding build a real-time spatial picture of the workspace.
Strategies generated under process, collision, permission, and people-safety constraints — foundation models never directly command safety-critical actuators.
Grasping, picking, kitting, put-away, assembly, and exception handling — composable, parameterized skill packs that generalize across SKUs.
The embodied cerebellum coordinates chassis, lift, dual arms, and end-effectors to execute physical work precisely.
Successes, exceptions, takeovers, and process changes flow back into skill iteration — a closed loop that gets smarter with every run.
Technology
Five layers engineered as one system — dynamic environment understanding with constrained decision-making, and cross-SKU skill generalization with reliable embodied execution.
The moat isn’t model size — it’s the composite closed loop of real-scene data + industrial control know-how + on-site delivery capability.
Validation
Not pilots in a lab — validated, measured, and purchased in live operations at global industry leaders.
Trust
Validated and purchased by Fortune Global 500 and industry-leading companies across EMS, semiconductor, AI compute, industrial packaging, and trading.






2,500+ hours. 5,000+ SKUs. Zero safety incidents. One flagship validation on the world’s third-largest EMS company’s warehouse floor.
Enterprise-grade delivery capabilities
About
“Use the simple when you see it; vary with the complex; never cling to one method — that is the universal art.”
Shen Kuo, Dream Pool Essays, 1088
Nine centuries ago, Shen Kuo catalogued the arts of computation in his Dream Pool Essays and closed with a single line. We take our name, SHANGQU, from no single method, but from the universal art above them all. Today we apply embodied intelligence to the realities of industrial work — dense labor, intricate processes, relentless repetition, and ever-more-frequent line changeovers. Never cling to one method; change as the need demands.
SHANGQU.AI is headquartered in Suzhou Industrial Park, focused on industrial embodied intelligence. The founding team of five senior experts spans the full capability chain — physical-AI brain, embodied control cerebellum, system architecture, robotics automation, and product industrialization.
Building the Physical AI Workforce
Drive the world’s productivity one step forward
Create value for customers · Respect the essence · Do hard but right things · Iterate upward · The compounding of respect
Delivery methodology
Designed from the Fortune Global 500 buyer’s perspective — every step keeps investment controlled, risk contained, and returns measurable.
From unboxing to working in hours — no reprogramming required.
A few samples are all it takes to adapt to new SKUs and workflows.
Seamless integration with existing MES/WMS/ERP/PLC, in step with your production rhythm.
Full-capacity operation with quantifiable ROI — ready for multi-site scale-out.
Drive your productivity one step forward — starting with a line assessment, with clear deliverables and acceptance criteria at every stage.