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Energy measurement questions for AI and data-center procurement

Suggested questions for buyers of colocation, cloud and GPU capacity, so supplier energy figures can be compared like for like.

Article · Reviewed 5 November 2026

Ask for the boundary first

  1. At which meter point was each figure measured: chip, board, system or facility?
  2. Over what period, and for what workload or task set?
  3. Was the figure measured, estimated or taken from a specification sheet?

Measured versus rated power

Rated figures such as thermal design power and power-supply ratings are not measurements. MLPerf Power requires measured full-system power over a window of at least 60 seconds and rejects rated power and PUE as substitutes (Tschand et al., MLPerf Power). Ask for measured values and the instrument used.

Facility ratios

  • PUE with its ISO/IEC 30134-2 measurement category and a full twelve-month period (ISO/IEC 30134-2:2026)
  • WUE with its period and water sources
  • Whether any part of the facility is left out; if so, the figure is a partial PUE

EU data the supplier may already hold

Operators of EU data centers of at least 500 kW report under Delegated Regulation (EU) 2024/1364, and the EU rating scheme adds A-to-G grades for energy and water. See the EU rating scheme and the reporting crosswalk.

A copy-ready question list

Suggested supplier questions
TopicSuggested question
BoundaryState the meter point and what it includes and excludes.
MethodIs each figure Measured or Estimated? Name the instrument or model.
PeriodGive the period and how many hours or tasks it covers.
Useful workHow many completed tasks or decisions did the energy produce?
OverheadIs facility overhead included? Give PUE with its period.
ChangeHow will you report changes in hardware, firmware or software that affect energy?

Red flags

  • A device figure compared with a facility figure
  • A best month presented as an annual figure
  • Specification-sheet power presented as measured
  • Adjectives without numbers; see how energy metrics get gamed

These are suggested questions, not contract terms and not a compliance test. This guide is general information, not legal advice. Check the current text of each rule, and take advice for your situation.

Questions

Can AAERL check supplier figures?

A Joule Ledger Assessment measures one system at declared meter points and grades the result Witnessed. It does not certify a supplier.

Sources

  1. Tschand et al., MLPerf Power
  2. ISO/IEC 30134-2:2026
  3. Delegated Regulation (EU) 2024/1364

Keep reading

Take the next step.

What to ask suppliers of colocation, cloud and GPU capacity about energy: boundaries, measured vs rated power, PUE periods, EU data, and red flags.