AI ambitions often outpace infrastructure capabilities because AI changes how data, compute, and policy must move together across environments that were never designed for reliable intelligence delivery. That mismatch shows up as unmanaged data gravity, inconsistent controls, unpredictable performance, and fluctuating costs, turning scale into risk instead...