# World Bank says ‘small AI’ could transform developing countries

Digest AI · Policy & Regulation · published 2026-10-18T10:00:56Z

Canonical: https://digestai.news/story/world-bank-says-small-ai-could-transform-developing-countries

## Summary

World Bank chief knowledge officer Paschal Donohoe, a former Irish finance minister, is urging developing nations to create “small AI” models that can run on a mobile phone with low connectivity and in local languages. He says such models, trained on narrow datasets for specific purposes, could accelerate economic development that would otherwise take centuries. Donohoe cited Indian farmers in the Bank’s AgriConnect scheme who need soil‑analysis advice in their own language as an example of a need that small AI could meet. He suggested collaboration between the World Bank, governments and the private sector to bring these products to market.

At a panel on AI’s impact, IMF managing director Kristalina Georgieva stressed that electricity, digital infrastructure and safeguards against bad actors are preconditions for democratic AI adoption. The Bank’s annual development report notes that almost a third of rural schools in sub‑Saharan Africa lack electricity and more than two‑thirds lack reliable internet. Georgieva warned that about 40% of jobs worldwide could be augmented or eliminated by AI, especially affecting young workers. Under President Ajay Banga, the World Bank says it mobilised $120bn (£90bn) of private capital last year through guarantees and other instruments to support such initiatives.

## Key points

- World Bank chief knowledge officer Paschal Donohoe urges creation of “small AI” models that run on low‑connectivity phones.
- Indian farmers in the Bank’s AgriConnect scheme need soil analysis in local languages, a use case Donohoe cites.
- The Bank says it mobilised $120bn (£90bn) of private capital last year to support such initiatives.

## Why it matters

Deploying low‑resource AI on phones could give billions in developing regions access to agricultural advice, education and services, while shaping future job markets and requiring basic infrastructure.

## Sources

1. [World Bank says ‘small AI’ could transform developing countries](https://theguardian.com/technology/2026/oct/18/world-bank-artificial-intelligence-developing-economies) (The Guardian AI, 2026-10-18)

## Cite

Digest AI, "World Bank says ‘small AI’ could transform developing countries", 18 October 2026, https://digestai.news/story/world-bank-says-small-ai-could-transform-developing-countries

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