World Bank says ‘small AI’ could transform developing countries

by | Oct 18, 2026 | Technology

World Bank says ‘small AI’ could transform developing countries

World Bank officials are advocating for developing nations to invest in creating specialized artificial intelligence models designed to operate on mobile devices in low-connectivity environments. These “small AI” systems would use narrower datasets trained for specific purposes, contrasting with the sophisticated consumer-focused products developed by major technology firms in Silicon Valley.

Paschal Donohoe, the World Bank’s chief knowledge officer, argued that such localized AI solutions could dramatically compress development timelines in emerging economies. He noted that challenges requiring centuries to address through traditional means could potentially be resolved within decades through appropriate technology adaptation. Donohoe highlighted the example of Indian farmers participating in the World Bank’s AgriConnect agricultural initiative who needed soil analysis information in their native language—a need that small AI systems could fulfill without requiring an extensive network of specialized agricultural experts.

The World Bank suggests that such technological developments could emerge through collaboration among the institution, national governments, and private sector actors. These discussions form part of broader conversations about artificial intelligence’s role in economic development, a central theme at this week’s annual meetings of the World Bank and International Monetary Fund being held in Bangkok, Thailand.

IMF Managing Director Kristalina Georgieva outlined foundational requirements for successful AI adoption in developing regions, including reliable electricity access, digital infrastructure, and workforce readiness. She compared the democratization potential of AI adoption to that of cellular phone technology. However, Georgieva also warned that approximately 40 percent of jobs globally face potential augmentation or elimination from AI technology, with young people entering the labor market facing particular vulnerability to disruption.

The World Bank’s development work increasingly emphasizes attracting private capital to emerging economies. Donohoe noted that the institution mobilized $120 billion in private capital during the past year through financial instruments and guarantees, highlighting this approach as particularly important given budget constraints many developed nations are implementing.

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