AI is proven in industrial automation, but many initiatives stall after the pilot stage. This white paper shows how Wandelbots and T-Systems, through their strategic partnership, address the structural requirements for scaling Physical AI with software-defined execution, data sovereignty, and cloud-edge infrastructure across lines, plants, and production networks.