The next AI infrastructure crisis may come from unmanaged inference capacity. For the past several years, the AI infrastructure conversation centered on one question: how do we get more compute? Production AI changes the operating discussion. Utilization, routing, latency, throughput, cost control, policy, privacy and governance now need to be managed together. A model endpoint with unpredictable latency frustrates users.