Companies now deploy AI factories to maintain strict control over proprietary data. This shift prioritizes sovereignty and governance over generic cloud solutions. By tailoring infrastructure to specific organizational needs, firms reduce reliance on third-party providers. Practitioners must now balance rigid data ownership with the fluid pipelines required for reliable model scaling.