Scaling Token Factory Revenue and AI Efficiency by Maximizing Performance per Watt
Kibibi Moseley
In the AI era, power is the ultimate constraint, and every AI factory operates within a hard limit. This makes performance per watt—the rate at which power is converted into revenue-generating intelligence—the defining metric for modern AI infrastructure.
AI data centers now operate as token factories tied directly to the energy ecosystem, where access to land, power, and shell determines deployment, and efficiency determines output. Increasing revenue within a fixed power envelope depends...