Architecting infrastructure to optimize Day 2 tokenomics

The article argues that the real challenge in enterprise AI is no longer proving models work, but making them economically sustainable at scale—especially for multi-agent, data-intensive, always-on workloads. For CIOs, the strategic takeaway is that AI infrastructure must be redesigned around token-per-watt efficiency, predictable operating costs, and data sovereignty, shifting IT from generalized cloud consumption to purpose-built AI factory architectures that reduce latency, idle GPU time, and compliance risk.