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Scaling Token Factory Revenue and AI Efficiency by Maximizing Performance per Watt

NVIDIA Technical Blog

Mar 25, 2026

3/25/2026

AI Infrastructure Optimizes Performance Per Watt Under Power Constraints To Generate Revenue

Scaling Token Factory Revenue and AI Efficiency by Maximizing Performance per Watt · NVIDIA Technical Blog

Business, Finance & Industries · Mar 25, 2026

AI data centers are now energy-constrained “token factories,” so operators should prioritize performance-per-watt (token output per unit power) to maximize revenue within fixed site power limits.