Spain
GDP per capita to 2060, by scenario
Constant-rate scenario path; the 2060 endpoint levels are illustrative, not forecasts.
Factor profile
High-income, skilled economies with strong AI adoption, including large aging economies whose diffusion scores offset weaker demographics.
How this economy meets AI
Today’s production, workforce and automation baseline — context for the scenarios, outside the AGI Growth Index.
Where output comes from (% of GDP)
Where people work (% of employment)
Informal employment
Current automation exposure
A large share of activity takes place in formal service workplaces. This creates scope for early productivity gains and greater exposure to task displacement and workplace reorganization.
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.
Where Spain starts
Spain enters the AGI era as one of Europe's high-trust diffusers — rich, skilled economies that absorb new technology fast even as they age. The scores show why. AI diffusion capacity is 4.7 out of 5 and cyber resilience 4.8, among the highest anywhere. Language inclusion is 4.3, because Spanish reaches half a billion speakers worldwide. Real assets back this up: the Barcelona Supercomputing Center and its MareNostrum machine, Amazon's cloud region in Aragón, a dense high-speed rail network, and a renewables-heavy grid run by Red Eléctrica. The constraints sit elsewhere. Demographics and migration score 1.5, catch-up headroom 1.9, and compute and energy access 2.8. At about $39,000 GDP per person, Spain is high-income. Ten-year trend growth of 2.2% a year reflects a mature, slow-moving economy.
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. Spain would add little to trend: 2.5% growth a year, 92nd of 157. Its head start in adoption would help at the margins, no more. Under Gradual takeoff, growth would climb over two decades and reach 12.5% a year once AGI matures around 2045. That would place Spain 32nd in the world. An economy growing at 12.5% doubles in under six years. The long ramp gives Spain's firms and public services time to turn deep adoption into real output. Under Fast takeoff, growth would reach 22.3% a year from the early 2030s, a doubling every three to four years. Spain would climb to 24th, eight places above its gradual rank, as its diffusion strength pays off early. Regulation and politics could slow or redirect any of these paths. How Spaniards and their government respond to transformative AI is a variable the model holds constant.
How you would know which world you are in
The scenarios look almost the same until about 2030. So watch leading indicators, not GDP, and watch 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 would signal a gradual one. A fade back to trend would signal a modest one. Spain's own signals would arrive earlier than the growth data: expansion commitments from the hyperscalers already in Aragón and Madrid, financial close on new grid interconnection with France, and business adoption rates across its services firms.
If growth goes explosive
Explosive is relative. At 12.5% growth a year, Spain would still trail the frontier, because the United States would be compounding at around 19.5%. But it would run ahead of its own history and its region's median of 10.4%. The economy would double in under six years, so a child starting school now would finish it in a country several times richer. Services, cloud hosting and AI-enabled industry could reshape the export base. Fast growth would raise labor demand and wages, which could ease the pressure on young Spaniards to emigrate for work. There is a way this leaves Spain worse off, and it is worth naming. Spain absorbs AI well but owns almost none of the frontier. The compute it uses is largely rented, and its access rests on staying inside the US alliance and chip regime, a rule it does not set. If open-weight models fall far behind, or tiered access tightens, Spain's edge erodes. The hedge is to own more capacity and secure supply through Europe. Even then, the pace-setter would shift to the state, testing grid connection queues, autonomous-community permitting and the courts.
What Spain 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 1.9. Stronger institutions, openness to investment and better absorptive capacity — education, finance, infrastructure — lift growth in the skeptic's world and the fast one alike. This is a no-regret move. The second is demographics, at 1.5. Raising participation among women and older workers, and drawing in skilled migrants, matters under every scenario for an aging country. That too is no-regret. Spain can adapt a peer's model: Germany's Opportunity Card offers a points-based route for skilled workers, and Spain could tailor one to its Spanish-speaking talent pool. The third lever is the bet. Compute and energy access, at 2.8, carries the most weight under a fast takeoff but barely moves growth if AI stays ordinary. Closing it means packaging cheap renewable power, land and fast permits to anchor more hyperscale investment, building on the AWS region in Aragón. Meanwhile, protect the real strengths, diffusion at 4.7 and cyber at 4.8. To see how moving these scores changes Spain's path under each scenario, open the atlas's policy editor.
Use the policy editor to test how different factor scores change Spain’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.
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 Spain: 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
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.