Watts per token.

Watts per token connects inference output to the physical energy required to produce it. It matters when power, cooling, rack density, and data-center availability constrain AI growth.

Why it matters

servescale.ai focuses on power-aware inference so enterprises can reason about AI capacity in physical as well as financial terms.

servescale.ai context

servescale.ai uses this concept to explain why enterprise inference needs a private, governed, model-aware, topology-aware, and economics-first control plane.