The Process Digital Twin is the next level of digital transformation, compounding Product Digital Twin benefits throughout the factory and supply chain. This paper highlights some advanced manufacturing scenarios that Product Digital Twins do not support and proposes the Process Digital Twin as a method of enabling them on a machine, factory, and supply chain level. It closes by highlighting companies that are partnering with Microsoft to pilot Process Digital Twins and provides Microsoft’s vision for supporting their implementation.