Sources & Citations

Liquid Cooling for AI

8 primary sources 6 categories We publish the receipts

Thermal standards

ASHRAE

ASHRAE Technical Committee 9.9 datacom guidance — canonical thermal envelope and high-density cooling guidance for data center operators.

ASHRAE — TC 9.9 Datacom series View source

Uptime

Uptime Institute Global Data Center Survey — operator-side data on rack density, cooling architecture adoption, and PUE.

Uptime Institute — Global Data Center Survey View source

Uptime Institute press release on annual Global Data Center Survey data.

Uptime Institute — Data Center Survey press release View source

Dell’Oro

Dell’Oro Group industry analyst tracking of data center physical infrastructure market — cooling segment growth and direct-to-chip adoption.

Dell’Oro Group — Data Center Physical Infrastructure Market Update View source

IEEE · Reuters

IEEE Spectrum reporting on direct-to-chip liquid cooling deployments at scale.

IEEE Spectrum — Data Center Liquid Cooling coverage View source

Reuters reporting on AI power demand pressure on grid infrastructure.

Reuters — AI power demand strain on grids (2026) View source

Google

Google TPU pod program as a leading-edge liquid-cooled rack-scale reference platform.

Google — TPU products View source

IEA

IEA Electricity 2026 outlook for global power demand from data centers and AI workloads.

IEA — Electricity 2026 View source

These are the primary sources behind our research. Have a better one, or spot an error? Tell us — we’ll correct it.