Siemens and Nvidia are taking industrial AI beyond the factory floor, targeting the engineering decisions that determine how efficiently next-generation AI infrastructure gets designed, built and operated. Their expanded partnership now spans semiconductor design, thermal simulation, electrical distribution and digital twins, linking chip-level engineering with the physical systems that power AI computing. In a joint statement, the companies outlined new products and results from collaborative projects, roughly 10 months after expanding their partnership at CES. The broader ambition is to connect design intelligence with infrastructure execution, reducing the friction between developing increasingly powerful chips and deploying the facilities required to run them.