Abstract - Running an AI data center introduces operational challenges that traditional frameworks were not designed to address. The convergence of extreme power densities, liquid cooling systems, and tightly integrated IT-facilities interdependencies demands new approaches to staffing, procedures, and incident response. Uptime Institute's advisory service helps organizations build operations programs purpose-built for the complexity of AI infrastructure.