As vendors aggressively market pre-packaged AI factories based on Nvidia reference architectures, enterprise technology leaders face a critical disconnect between marketing promises and infrastructure reality. While these systems offer a path toward sovereign AI and secure agent deployment, they introduce significant operational burdens that extend far beyond initial procurement. The primary challenge lies in the physical and architectural requirements of high-performance rack-scale systems, which often exceed the power and cooling capabilities of existing data centers.