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AI for Emerging Markets: Offline-First Models and Low-Cost Devices

AI for Emerging Markets: Offline-First Models and Low-Cost Devices

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Introduction

Artificial intelligence (AI) offers huge promise for development, but digital divides in emerging markets pose real obstacles. In many low-income regions, internet connections are slow, coverage is patchy, and electricity is unreliable. For example, GSMA finds that in Sub-Saharan Africa only about 27% of people use mobile internet and a 60% “usage gap” remains – millions live within coverage but cannot go online due to high device, data or skill barriers (www.gsma.com). Africanews reports that roughly 900 million Africans still lack any internet access, and a similar number lack electricity (www.africanews.com). Meanwhile internet data in some countries costs over 5% of a monthly income (evolutionafricamagazine.com). In this context, cloud-based AI (like large chatbots) is simply out of reach for most.

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