The COVID pandemic has served as a reminder of the importance of supply chain resiliency. Natural disasters, political instability, transportation disruptions, and manufacturing problems are all threats to the movement of raw materials and goods. To reduce costly delays and better anticipate and mitigate future disruptions, organizations must embrace cloud computing and advanced AI technologies like large language models, machine learning, and robotics. According to an article by Supply & Demand Chain Executive, automation is the key to ensuring supply chain resiliency.