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Spotlight Talk
in
Workshop: Workshop on Technical AI Governance

Trends in AI Supercomputers

Konstantin Pilz · James Sanders · Robi Rahman · Lennart Heim

[ ] [ Project Page ]
Sat 19 Jul 10:30 a.m. PDT — 10:40 a.m. PDT

Abstract:

Frontier AI development relies on AI supercomputers, but analysis of developments in these systems is limited. We create a dataset of 500 AI supercomputers from 2019 to 2025 and quantify key trends. We find that computational performance of AI supercomputers has doubled every nine months, while hardware acquisition cost and power needs have doubled yearly. The leading system in March 2025, xAI's Colossus, had a hardware cost of \$7B, and required 300 MW of power, as much as 250,000 households. While the public sector owned 60\% of AI supercomputer performance in 2019, this share declined to only 20\% by 2025, which may limit access to frontier capabilities for academic researchers. The United States dominates AI supercomputers, owning 75\% of performance, suggesting a large degree of geographical concentration of compute. Our study provides visibility into AI infrastructure trends, allowing policymakers to make more informed AI governance decisions.

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