AI4OPT works with its manufacturing partners on some critical challenges that range from the lack of synchronization between supply chains and manufacturing systems, the need for more resilient and adaptive manufacturing lines, the sheer size of modern manufacturing systems that involve tens of millions of decisions, the complex scheduling problems at the core of manufacturing processes, and the design process themselves. AI4OPT collaborates widely in this area with industries in the semi-conductor fabrication to packaging and surfaces.