4 Billion Years On

AI Industry Data

Tracking AI models released, data center infrastructure, and investment.

Key Facts

Updated 8/15/2026
Notable AI Models
159
106 in 2025 · 53 in 2026 (Epoch AI)
AI Investment
$130B
2024 (AI Index Report)
Frontier AI Sites
82
67 Operational · 15 Planned
AI Energy Demand
110.4 TWh
0.35% of world electricity

Sources: Epoch AI (models & energy) · Stanford AI Index (investment).

Infrastructure

Frontier AI Data Center Locations

82 frontier AI data centers tracked globally (72 in the US). Pin size indicates power capacity. Source: Epoch AI - Frontier Data Centers (CC-BY).

Frontier AI Data Centers

82
Tracked Sites
67 operational · 15 planned
12,598 MW
Operational Power
13.4M
H100 Equivalents
$477.4B
Capital Cost
2021–2029, 82 sites

H100 Equivalents = total GPU compute capacity normalised to NVIDIA H100 chips, allowing comparison across different hardware.

Data CenterOwnerPower (MW)Cost ($B)
Colossus 2SpaceXAI946$35.8
Anthropic-Amazon New CarlisleAmazon910$34.5
Microsoft Fairwater AtlantaMicrosoft636$24.1
Meta PrometheusMeta562$21.3
OpenAI Stargate AbileneOracle421$15.9
Microsoft Fairwater WisconsinMicrosoft369$14
Colossus 1SpaceXAI340$12.9
Google New AlbanyGoogle339$12.8
Google ColumbusGoogle303$11.5
Amazon Madison Mega SiteAmazon284$10.8
Google BristowGoogle279$10.6
CoreWeave Denton TXCoreWeave262$9.9
Huawei HoringerHuawei242$9.2
DayOne Nusajaya240$9.1
QTS Richmond 1238$9
Google Council Bluffs (East)Google237$9
Google OmahaGoogle237$9
Google PapillionGoogle237$9
Amazon RidgelandAmazon228$8.6
VNET Bayin UlanqabVNET221$8.4
Microsoft GoodyearMicrosoft202$7.7
Microsoft Project OsmiumMicrosoft190$7.2
Google MesaGoogle183$6.9
QTS Richmond 2180$6.8
Meta-QTS Hillsboro 2Meta180$6.8
Meta RosemountMeta178$6.7
Meta JeffersonvilleMeta178$6.7
Alibaba ZhangbeiAlibaba169$6.4
Google Storey CountyGoogle161$6.1
Google The DallesGoogle154$5.8
Meta MontgomeryMeta153$5.8
Meta KunaMeta152$5.8
Meta TempleMeta152$5.8
Meta CheyenneMeta152$5.8
Meta HuntsvilleMeta146$5.5
QTS Richmond 3144$5.5
Meta AikenMeta142$5.4
Google LincolnGoogle141$5.3
Google LancasterGoogle137$5.2
Meta Eagle MountainMeta133$5
Coreweave HeliosCoreWeave132$5
AWS BerwickAmazon108$4.1
Google Kansas City EastGoogle105$4
Google MidlothianGoogle103$3.9
Google Waltham CrossGoogle88$3.3
Meta GallatinMeta87$3.3
Meta Los LunasMeta87$3.3
STACK Infrastructure NVA0285$3.2
CoreWeave Chester VACoreWeave82$3.1
Meta SarpyMeta80$3
Google ArcolaGoogle77$2.9
Google Red OakGoogle77$2.9
Microsoft SAT40Microsoft75$2.8
Oracle BatamOracle72$2.7
CoreWeave Ellendale NDCoreWeave68$2.6
CoreWeave Marble NCCoreWeave65$2.5
Stream Phoenix64$2.4
Google Pryor (North)Google53$2
Microsoft-Nebius New JerseyNebius50$1.9
Microsoft SAT14Microsoft47$1.8
Anthropic Lake MarinerAI XPV Platform42$1.6
CoreWeave NorwayCoreWeave42$1.6
Southgate MelbourneFirmus41$1.6
Start Campus Sines Data CampusNscale33$1.3
Vantage TX132$1.2
CoreWeave Dalton 1 & 2CoreWeave28$1.1
xAI QTS AtlantaSpaceXAI17$0.7
CoreWeave Muskogee OKCoreWeave
Crusoe Abilene ExpansionMicrosoft
GoodnightGoogle
Google Cedar RapidsGoogle
Google Fort WayneGoogle
Meta HyperionMeta
OpenAI Stargate LordstownSoftbank
OpenAI Stargate MichiganOracle
OpenAI Stargate MilamSoftbank
OpenAI Stargate New MexicoOracle
OpenAI Stargate ShackelfordOracle
OpenAI Stargate UAEG42
OpenAI Stargate WisconsinOracle
QTS Cedar Rapids
QTS Eagle Mountain

The world's largest known AI data centers tracked via satellite imagery, construction permits and public disclosures. Source: Epoch AI - Frontier Data Centers (CC-BY). Updated Aug 2026.

AI Frontier Data Center Processing Power

13,266
ExaFLOPS (FP16)
operational + planned
1.62
TFLOPS per human
if shared among 8.2B people
0.81
Smartphones per human
(equivalent of)
135.4%
of Total Global Phone Compute
AI DCs vs ~4.9B smartphones combined

Total AI frontier data center compute over time (ExaFLOPS, FP16)

AI Frontier data center compute per human vs everyday devices (TFLOPS, FP16)

Smartwatch
0.10
Budget phone
0.50
AI per human
1.6
Flagship phone
2.0
Laptop (M3 Pro)
7.0

Frontier data center compute only (not general AI in phones/laptops). TFLOPS = trillion floating-point operations per second (FP16). H100 SXM at 989 TFLOPS (dense FP16). Includes operational + planned facilities. Smartphone estimate: modern flagship GPU (Apple A18/Snapdragon 8 Gen 3 class). World population ~8.2B (UN 2025); smartphone count ~4.9B (GSMA Intelligence 2025). Source: Epoch AI (CC-BY).

AI Share of World Electricity

0.35%
of World Electricity Generation
110.4 TWh
Frontier AI Data Center Demand
annualised from 12,598 MW capacity

Power Over Time

Cumulative operational power capacity across all tracked frontier data centers.

For comparison - country electricity generation (TWh)

Philippines
123.1 TWh
Ukraine
111.5 TWh
⚡ AI Frontier
110.4 TWh
Western Africa (EI)
104.5 TWh
Bangladesh
103.4 TWh

Covers only tracked frontier facilities; total AI-related electricity use (including cloud, inference, and smaller facilities) is likely higher. Sources: Epoch AI (data centers), Our World in Data (electricity generation).

AI Models

Latest AI Models Released

ModelOrganisationDate
GPT-5.6 CyberOpenAI2026-08-11
GPT-5.5 CyberOpenAI2026-08-11
Motif-3Motif Technologies2026-08-07
Muse Spark 1.2Meta AI2026-08-05
K-EXAONE 2.0LG AI Research2026-07-31
A.X K2SK Telecom2026-07-29
Claude Opus 5Anthropic2026-07-24
Qwen 3.8 MaxAlibaba2026-07-19
Kimi K3Moonshot2026-07-16
InklingThinking Machines2026-07-15
Solar Open2 250BUpstage2026-06-28
Claude Mythos 5Anthropic2026-06-09
Claude Fable 5Anthropic2026-06-09
Nemotron 3 UltraNVIDIA2026-06-04
MAI-Image-2.5Microsoft2026-06-02

Most recently released AI models. Source: Epoch AI. Continuously updated.

AI Models by Organisation (2025–2026)

Notable AI models released in 2025–2026, by organisation. Source: Epoch AI. Continuously updated.

AI Models Released Per Year

AI models released per year (2010–present). Source: Epoch AI. Continuously updated.

AI Systems Released Per Year

Number of large-scale AI systems released per year, by domain (language, vision, multimodal, etc.). Source: Epoch AI / Our World in Data. Updated monthly.2026 figure is year-to-date and will increase throughout the year.

Cumulative AI Systems by Country

Cumulative number of large-scale AI systems by country of origin since 2017. Source: Epoch AI / Our World in Data. Updated monthly.

FrontierMath Benchmark

Latest AI model performance on FrontierMath - a challenging mathematics benchmark. Source: Epoch AI. Updated monthly.

Investment

Global AI Investment

Total private investment into AI companies raising above $1.5M. Inflation-adjusted (constant 2021 US$). Source: Quid via AI Index Report / Our World in Data.Data through 2024. Next update expected ~April 2026 (AI Index Report).