This technical session explores how the mental model for making infrastructure decisions has shifted in a world defined by AI workloads, infrastructure, and environmental constraints and global supply chain volatility. While touching on core elements of AI infrastructure TCO including power, rack space, and utilization, the focus shifts to deploying the most efficient use of scarce resources. Attendees will gain practical frameworks for navigating constrained markets and making disciplined infrastructure investments across diverse deployment scenarios.