BENCHMARKING CASE
Landed proofs — value is measurable
Digital Factory
70%
Commissioning time cut
45%
Rework reduction scale
Virtual plant planning, clash checks, and takt optimization to shorten changeover and commissioning cycles.
Ports & Shipping
20%
Waiting time saved
15%
Berth utilization up
Port-shipping coordination, tug/pilotage, and yard linkage to cut demurrage and fuel cost.
Hydropower
40%
Faster fault handling
60%
Less monitoring workload
Full-sensing turbines, predictive maintenance, and visual decisions that cut unplanned outages and inspection labor.
Semiconductor Logistics
2%
Plant efficiency gain
~2yr
Labor-cost ROI
Cleanroom AGV/AMHS dispatch linked to visualization — cut wafer breakage, walking waste, and raise tool utilization.
Embodied AI
10×
Training efficiency
70%
Real-robot trial cost cut
High-fidelity physics sim and scenario authoring to speed policy training and sim-to-real transfer, cutting hardware wear and trial cycles.
Every track can start with a visualization value-driven POC (gated free: 3 slots per quarter), then move into commercial partnership after the value loop is proven.
Solution
From landmark scales into each solution page — loss functions, loop modules, and entry strategy.
