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Energy

Cost per kWh

52/ 100
What it is

The price paid for each unit of electricity used by the data center.

Ranks moderate (52/100) — set apart by cross-layer reach (70) and strategic relevance (60).

10
Companies exposed
7
Makers & suppliers
Strategic
Horizon
Active
Status

Why it matters

It propagates up the stack into cost per token and application margins.

Why now

Energy is a growing fraction of AI cost, making power price a strategic siting variable.

If Cost per kWh runs short

Rising or volatile power prices erode model-serving economics.

In depth · editorial + model

Cost per kWh is the price paid for each unit of electricity a data center consumes. It sounds like a utility-bill line item, but it is a strategic variable because energy is a growing share of the total cost of running AI, and that cost does not stay at the bottom of the stack — it flows upward into cost per token and, eventually, into the margins of every application built on top. That is why power price increasingly decides where clusters get sited at all.

If power prices rise or turn volatile, model-serving economics erode at the base, squeezing everyone above. The exposure sits with the power producers and independent generators positioned to sell into this demand — Constellation, Vistra, NRG and Talen among the incumbents, next-generation nuclear like Oklo, and infrastructure players such as Crusoe that build around cheap or stranded power. Whoever controls low, stable electricity controls a cost input the whole chain must absorb.

How to think about it

  • Cost flows up the stack

What to watch

  • Regional power prices
  • Long-term PPA activity

Frequently asked

What is Cost per kWh?

The price paid for each unit of electricity used by the data center.

Why does Cost per kWh matter for AI?

It propagates up the stack into cost per token and application margins.

Who makes Cost per kWh?

The companies the model tags as producers or suppliers of Cost per kWh: Oklo Inc., Vistra Corp, NRG Energy, Inc., Constellation Energy, First Solar, Tennessee Valley Authority.

Which companies are most exposed to Cost per kWh?

Oklo Inc., Talen Energy Corporation, Vistra Corp, Crusoe, NRG Energy, Inc., Constellation Energy — 10 companies in total are mapped to Cost per kWh.

What happens if Cost per kWh runs short?

Rising or volatile power prices erode model-serving economics.

Where does Cost per kWh sit in the AI value chain?

Cost per kWh sits in the Energy layer of the AI value chain.

Go deeper on Cost per kWh

  • The materials, geographies and policies it depends on — heat-mapped
  • Substitutes, relief valves and the domino chains if it tightens
  • The live tension score, momentum and news drivers
  • Four levels of analysis — from plain-English to strategic

model v0.7.0 · research, not advice

Model scores are illustrative reads from our model of the AI value chain — not investment advice.

as of 2026-07-17Medium confidence model v0.7.0
The whole chain