01 / The mechanism and its boundary
What is being described
Epoch AI describes itself as a data-first research nonprofit investigating the future of AI S-3613. Its public dataset of large AI data centres is an example of remote detection of data centres:
- Epoch's AI data centers hub S-3301, launched in November 2025 as the Frontier Data Centers Hub S-1411, identifies chillers and cooling towers in satellite images and corroborates them with permits and public disclosures to infer each facility's power capacity S-1411. It then estimates the compute installed, in H100-equivalents S-1411.
- At its launch in November 2025 the hub tracked 13 large US data centres S-1411. Epoch estimated that they held about 2.5 million, or about 15%, of the roughly 15 million H100-equivalents delivered to customers worldwide in the preceding several years S-1411. The data are released under a Creative Commons Attribution licence S-1411.
- By September 2026 the database still mostly covered US sites, and Epoch estimated its coverage of global deployed AI computing capacity at 44% (90% CI 24–81%) S-3301.
- A Federation of American Scientists report on tracking AI data centres with satellite imagery draws on the hub, to which its author contributed S-1409. An AI 2040 supplement on covert AI projects names Epoch's methods among those that intelligence services could use to locate AI data centres that are not specifically concealed S-1410.
Connections in the research map
Related research
Sources and provenance
- S-3613 / Tier B
About Epoch AI ↗
· 2026 · Epoch AI
Supports: data-first research nonprofit investigating the future of AI
Version and catalogue details - S-1411 / Tier C
Introducing the Frontier Data Centers Hub ↗
Epoch AI · 2025 · Epoch AI
Supports: launch of the hub as the Frontier Data Centers Hub: method, coverage at launch, licence
Version and catalogue details - S-3301 / Tier B
AI Data Centers Documentation – Methodology ↗
Epoch AI · 2026 · Epoch AI
Supports: the hub's current name; coverage estimate as of September 2026; mostly US sites
Version and catalogue details - S-1409 / Tier B
Tracking Hyperscale AI Data Center Growth with Satellite Imagery ↗
C. Krawec · 2026 · Federation of American Scientists
Supports: FAS satellite-tracking report draws on the hub
Version and catalogue details - S-1410 / Tier C
Covert AI Projects ↗
B. Halstead, T. Larsen · 2026 · AI 2040
Supports: Epoch's methods named among ways to locate AI data centres
Version and catalogue details
- Source review date
- 2026-09-25
- Drafted by (source map)
- ai
- Review handles (source map)
- codex-review