Walmart uses AI and digital twins to manage global supply-chain disruption

The affected decision is how inventory, transport capacity and replenishment are reallocated when the physical network changes. Value requires the twin to connect simulated disruption with executable order, transport and inventory actions. The failure mode is a visually rich model that improves awareness but leaves planners to manually translate scenarios into decisions.