Walmart is making AI and digital twins part of supply chain control — a signal that simulation is moving from planning rooms into live operations.
The brief
Walmart's AI and digital-twin push shows how large shippers are using virtual models of the network to test constraints before they become service failures. For logistics providers, that raises the bar: customers will expect partners to feed cleaner status, inventory, capacity, and exception data into these decision loops.
Takeaway
Digital twins make supply chain planning more continuous; carriers and 3PLs that cannot provide reliable real-time data become weaker nodes in the model.
Why it matters for logistics
Operators should treat API quality, milestone discipline, and exception taxonomy as strategic AI infrastructure — not back-office cleanup.
Read the original at Supply Chain Dive
https://www.supplychaindive.com/news/walmart-bets-on-ai-and-digital-twins-to-shape-its-supply-chain-strategy/825163/