Companies are building AI factories to maintain strict control over proprietary data. This shift prioritizes data sovereignty to ensure reliable, tailored insights without leaking intellectual property. It is an incremental move toward infrastructure ownership. Practitioners must now balance these closed silos with the need for high-quality data flows to maintain model performance.