What work tasks can AI assist with — and where?
Search across 124 countries, 23,851 tasks, and 6,275 skills.
Top exposure China 62% of tasks exposed — highest in the atlas Lowest exposure South Sudan 3% of tasks exposed — lowest in the atlas Case study Kenya Led by language models, substitution at 12% Case study Zambia Led by language models, substitution at 10% High income United States Ranks #13 — 59% exposed Lower-middle India Ranks #56 — 50% exposed
Task exposure — not adoption, displacement, or wages.
We evaluated 23,851 real work tasks against what current AI systems can assist with. The result is a country-level map of which tasks are most amenable to AI assistance — and how that varies across income levels, regions, and trade-linked industries.
The atlas measures exposure at the task level. It does not predict whether automation will actually happen, or what effect it will have on employment or wages.