China’s AI advantage is increasingly being built in the physical economy: on factory floors, in operating data, across supply chains, and inside industrial equipment. For MNCs, this makes China more than a rollout market. The question is not only how to deploy AI in China, but how to keep pace with, learn from, and transfer the industrial AI practices already emerging there.