Companies are building "AI factories" to maintain ownership over proprietary data while scaling model training. This shift prioritizes data sovereignty to ensure reliable insights and governance. Practitioners must now balance strict internal data control with the high-quality flow required for model accuracy. The move is an incremental step toward enterprise autonomy.