Healthcare AI has moved from controlled pilots to live clinical deployment, where success depends on far more than model performance. Through extensive implementation work across global healthcare systems, including projects in China, a clear pattern emerges: organizations that achieve meaningful clinical impact treat AI as an integrated system combining model capability, workflow design, and governance structure.