Lens
Gradual: Broad automation and transformative growth · AGI ~2040
Growth as of

Argentina

Latin America · Sheltered economies
$14,898
GDP per capita · 2025 · World Bank
AGI Growth Index
61.4
Post-AGI rate · from 2040 · Gradual
7.6%
vs trend +7.2pp · doubles every 9.5y
Growth in 2035 · Gradual
2.5%
vs trend +2.1pp
Trend, no AI
0.4%
mean 2016–2025
GDP in 2045 vs no-AI path
×1.91
levels, not rates · think in levels first (Moll & Imas 2026)
Average growth 2025–2045
3.7%
ramp included · comparable across scenarios

GDP per capita to 2060, by scenario

0$10k$20k$30k20252030203520402045205020552060Fast AGIGradual AGI
ModestGradualFastdashed = no AI

Constant-rate scenario path; the 2060 endpoint levels are illustrative, not forecasts.

Factor profile

ComputeGeopoliticsDiffusionLanguageBuildCatch-upDemographicsCyberClimate
Argentina
Sheltered economies

Their exports are food, gold, diamonds, logistics or a small share of output, which AI neither threatens nor much boosts, so AI reaches them mainly through their own firms and governments.

Modeled advantage: Adoption decides their outcome, which is what the index measures, so the atlas’s numbers apply most directly here.
Main exposure: Sheltered from direct AI competition, not from falling behind: without adoption they stay on slow trends while others pull away.
Compute & Energy Access1.6
Geopolitical Positioning3.5
AI Diffusion Capacity3.8
Language Inclusion4.6
Physical Build Speed3.0
Catch-up Headroom2.6
Demographics & Migration3.5
Cyber Resilience2.6
Climate & Environmental Resilience2.9

How this economy meets AI

Today’s production, workforce and automation baseline — context for the scenarios, outside the AGI Growth Index.

Production baseDiversified
Workforce structureService-intensive workforce
Work organizationMixed formality
Current automationMedium current exposure

Where output comes from (% of GDP)

Agriculture 20255.5%
Industry 202522.9%
Services 202556.2%

Where people work (% of employment)

Agriculture 20257%
Industry 202521.2%
Services 202571.8%

Informal employment

Share of employment 202552.8%

Current automation exposure

Tasks exposed51.3%
Interpretation of these indicators

Several parts of the economy could transmit AI’s effects. The pace depends on adoption by firms, connectivity and movement of workers between sectors.

Current automation, not AGI. The Global Automation Atlas measures economically plausible automation in typical workplaces around 2026. It is a useful baseline for where automation can enter today, not a forecast of exposure to gradual or fast AGI. Explore current task exposure in the Global Automation Atlas →

Sources: World Bank WDI; ILOSTAT; Global Automation Atlas (Garg, Crosta & Baier, 2026). The latest available year is shown for each measure; vintages differ, so shares may not sum to 100.

Country brief · simulations, not forecastsDownload the earlier brief (PDF)
This brief is being updated. It was drafted before the atlas’s latest model update, so some of its growth rates, ranks and dates differ from the figures above. Where they differ, the figures above are current.

Where Argentina starts

Argentina enters the AGI era as a stalled-middle economy: middling income, middling scores, and almost no growth to show for them. Ten-year trend growth is 0.2% a year, the near-flat line of repeated crises. At roughly $14,898 GDP per person, it is upper-middle-income. Its strengths are human, not physical. Language inclusion scores 4.6, near the top, because Spanish is well served by frontier models. AI diffusion capacity is 3.8, built on a real tech sector — Mercado Libre, Globant and a deep pool of engineers. Geopolitical positioning and demographics both score 3.5. The binding constraints sit elsewhere. Compute and energy access is 1.6: Argentina has world-class gas at Vaca Muerta and decades of nuclear know-how, yet little data center capacity. Catch-up headroom is 2.5, held down by macro instability. The talent is ready; the machines and the institutions are not.

The three paths

These are simulations, not forecasts. The Modest path is the baseline; the two AGI scenarios fork from it. Under the Modest scenario, AI stays a normal technology. Argentina would barely move: 0.5% growth a year, 149th of 157. Chronic instability keeps the imported gains small and late. Under Gradual takeoff, growth would build for two decades and reach 9.5% a year once AGI matures around 2045. That would lift Argentina to 61st in the world. Its engineers and Spanish-language services would have time to absorb the technology. An economy growing at 9.5% doubles in about seven and a half years. Under Fast takeoff, growth would reach 13.2% a year from the early 2030s, a doubling every five to six years, and Argentina would rank 56th. The faster world rewards the talent it already holds, if the power and chips arrive. Regulation and politics could slow or redirect any of these paths. How Argentines and their government respond to transformative AI is a variable the model holds constant.

How you would know which world you are in

The three paths look almost identical until about 2030. Watch leading indicators, not GDP, and check them live. Three global signals matter most. First, whether the METR task horizon curve keeps doubling every four to five months through 2027–28; METR publishes it at metr.org. Second, whether frontier lab revenue and capital spending keep compounding; Epoch AI tracks both at epoch.ai. Third, whether growth in the ten to twenty most-ready economies — the United States and China above all — breaks above trend in the early 2030s. Double-digit growth there within a couple of years of 2030 would signal a fast world; a point or two above trend by the mid-2030s, a gradual one; a fade back to trend, a modest one. Argentina's own signals would arrive sooner than the growth data: investment approvals under the RIGI incentive regime, financial close on Vaca Muerta gas and lithium export deals, hyperscaler hosting commitments, and the hiring order books at Globant and Mercado Libre.

If growth goes explosive

Explosive is relative. At 9.5% growth a year, Argentina would run far ahead of its own flat history and a little above its region's median. But it would trail the frontier, where the United States could be compounding at nearly 20% under gradual takeoff and close to 40% under fast. So this is catch-up by Argentine standards and relative decline against the frontier at the same time. An economy growing at 9.5% doubles in about seven and a half years. A child starting school now would finish it in a country twice as rich. Energy, lithium and software services could anchor the economy, and rising wages would ease the pressure on young Argentines to emigrate. There is a way this leaves Argentina worse off. Its best engineers already leave for higher pay abroad. If compute and capital sit elsewhere, the frontier could pull talent out faster than growth pulls it home. The hedge is to make building at home worth staying for. Even then, the pace-setter would shift to the state, testing whether Argentina can tame inflation, lift capital controls, and speed provincial permits fast enough to keep up.

What Argentina can do now

Three levers follow from the scores, and two pay off whether or not AGI arrives. The first is catch-up headroom, low at 2.5. Stable money, secure property rights and openness to trade and investment raise growth in every scenario, so this is a no-regret move — and the one Argentina has ducked for decades. The second is physical build speed, at 2.9. Statutory permit deadlines, one-stop approvals and transmission built ahead of demand help any economy, and they are the same reforms a data center build would need, so they are no-regret too. The third lever is the bet. Compute and energy access, at 1.6, barely moves growth if AI stays ordinary, but under fast takeoff it becomes Argentina's single largest lever. Argentina can pair Vaca Muerta gas and its nuclear expertise with land and fast permits to draw hyperscale investment. Brazil, a fellow stalled-middle economy, has already brought AWS and Microsoft cloud regions to São Paulo by offering scale and stable hosting; Argentina can adapt that model. A cautious government can act on the two no-regret levers today and lose nothing if the skeptics are right. Open the atlas's policy editor to see how moving these scores reshapes Argentina's path under each scenario.

Use the policy editor to test how different factor scores change Argentina’s modeled path. The roadmap builder below can then incorporate those targets into a 1,000-day planning prompt.

Drafted with Claude, Anthropic’s AI model, from the atlas’s data and an editorial template set by the author.

For government planning · compatible with any AI model

Create a 1000-day AGI and growth roadmap prompt

This prompt can be used with Claude, ChatGPT or an open-weight model hosted on your institution’s systems. It includes the atlas material for Argentina: the country brief, economic structure, region, archetype and global scenarios. It instructs the model to ask for local information, use existing strategies and the political calendar, and preserve the atlas’s interpretation rules. The prompt is assembled in your browser; the information entered here is not sent elsewhere.

1 · Read the brief  →  2 · Set targets in the policy editor →  3 · Generate and copy the prompt  →  4 · Run it with an approved model, with high reasoning effort and web access where permitted

No score targets included. Set them in the policy editor.

Instructions are generated in the selected language; the data annex remains in English. Translations are machine-drafted, and corrections from native speakers are welcome through the contact links on the start page.