Build operations that absorb disruption instead of passing it down the line. Industrial AI models a supplier failure, a port closure, a demand swing or a capacity shift against a connected twin of your network, and returns the cost and delivery impact of each response option in hours rather than weeks. Planners see the trade-off between expediting, resourcing and rescheduling before committing to one – and the same model gets reused the next time something moves, so resilience compounds.