In a world where supply chains are growing ever more complex, how do businesses ensure resilience in the face of unpredictability? Just a few years ago, I found myself grappling with a situation where a shipment I was eagerly awaiting got delayed indefinitely due to port strikes. It made me wonder—what if there was a way to predict such disruptions before they even happened? This thought leads us to the powerful role of artificial intelligence in supply chain risk management.