AI compute / Electricity markets / Power investment

Research & Insights

Understanding what AI demand means for electricity markets, grid flexibility and the investment decisions ahead.

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Electricity transmission towers crossing Southern Texas beneath a late-afternoon sky.
Southern Texas · Photograph by Jason Hudson / Unsplash

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RESEARCH
ERCOTFlexibility & market designERCOT supply-curve illustration showing how additional load can increase the marginal electricity price.

John Powers · November 3, 2026

The Grid Has Room.
Does the Market?

Why flexible data centers are a critical first step toward protecting electricity customers, but may not be enough. John Powers examines ERCOT wholesale repricing and a practical approach to ratepayer protection.

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Foundational research

The Compute Heat Rate

Created by Hans Royal, the Compute Heat Rate relates the economic value of AI compute to the electricity required to produce it. Explore the current published CHR Index and visit computeheatrate.com for the framework and ongoing research.

Current published reference

CHR Index

Go directly to the published Index for current reference values, assumptions and methodological context.

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Framework & ongoing publications

Compute Heat Rate research

Follow the continuing research on AI workload economics, electricity demand and the value of flexibility.

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In collaboration

Coauthored perspectives

Hans Royal and Occam Edge · Published by Occam Edge

Structuring Gigawatts

Trading flexibility for faster grid access can create value for data-center developers and the power system. The economics depend on which workloads curtail and how much capacity gains earlier access.

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