Machinepower Index / Dossiers / Chile
Rank 35–45 across the scoring rules tested. How this is tested
Chile
Specialist Power — For nations among the world's best at something the frontier needs but could find elsewhere: keep earning the lead before others catch up, and trade expertise for access.
How the Score, Potential and bottleneck cost are worked out: methodology.
The three layers
Energy, grids, data centres and silicon — the physical capacity to run models at scale.
Epoch AI records no large AI clusters or data centres here yet.
Models, alignment capability, standards influence and the talent that produces them.
The capacity to wire AI into the state and the economy while holding public consent.
Where the score comes from
| Layer | Sub-dimension | Basis | Score |
|---|---|---|---|
| Watts | Planning & Permitting | Assessed | 6.0 |
| Firm Power Capacity | Dataset | 4.0 | |
| Sovereign Compute | Assessed | 2.0 | |
| Hardware & Silicon Access | Dataset | 2.0 | |
| Weights | Frontier Model Output | Dataset | 3.0 |
| Alignment Capability | Assessed | 4.6 | |
| Regulatory Standing | Dataset | 5.4 | |
| Talent Density | Assessed | 4.1 | |
| Will | Policy Capacity | Dataset | 9.3 |
| Public Sector Adoption | Dataset | 7.1 | |
| Workforce Transition | Dataset | 6.9 | |
| Public Trust | Dataset | 6.6 |
Assessed marks a measurement we judged rather than took from a dataset: 4 of the 12 here.
Sources
A national data-centre plan sets out the critical permits; environmental review is the slow part.
View source →Signed the Bletchley and Seoul statements, and its national AI centre leads the regional Latam-GPT model.
View source →No system on the June 2026 TOP500 and no compute controlled by the state, universities or firms in Epoch AI; set at the floor.
View source →Stanford does not count Chile. Estimated from 0.8 million GitHub developers and Oxford Insights' diffusion pillar, averaged with an estimate from LinkedIn's AI talent share (0.34% of members), calibrated on the nations Stanford counts.
View source →Feeds governance and public-sector adoption; policy capacity is listed separately.
View source →The Index scores public trust as 1 + share ÷ 10. Survey of 23,532 adults across 32 countries, March to April 2026.
View source →Feeds workforce, rescaled across 173 economies.
View source →Fossil, nuclear, hydro and other dispatchable plant; averaged with generation for firm power.
View source →Second source for public trust, averaged with Ipsos.
View source →Bottlenecks
These hold Chile below its Potential. Its two lowest scores cost it the most: sovereign compute at 2.0 (part of Watts) and hardware & silicon access at 2.0 (part of Watts).
Assessment
Chile is Latin America's best-organised digital state, with a national data-centre plan and a lead role in the regional Latam-GPT model, but it has little compute and nothing on the TOP500.
The art of the possible
Its specialism is underground: Chile mines about a quarter of the world's copper and is the second-largest lithium producer, both needed for grids and data centres. Renewable surplus in the north adds a hosting route.
Strategic play — Specialist Power
Trade minerals for capability: tie copper and lithium deals to compute, research posts and a role in the models built for the region's languages.
Leverage — the nearest position. No chokepoint. Copper and lithium matter to AI's build-out, but Chile dominates neither and both have other suppliers.
Open Chile in the live Index → — every source behind every number, and the comparison tool.