Broadly shared artificial intelligence (AI) gains could lift three times as many people out of poverty in Ghana as gains concentrated among households already positioned to use the technology, according to the World Bank’s October 2026 Africa Economic Update.
The report, released on October 6, 2026, ahead of the Annual World Bank and International Monetary Fund (IMF) meetings in Bangkok, Thailand, presents the findings of distributional simulations using Ghanaian household data, offering one of the most detailed assessments yet of how AI could reshape the country’s development trajectory.
But the report carries a stark warning: Africa’s ability to benefit broadly from AI remains severely constrained by affordability and access to digital infrastructure. Only a relatively well-off minority can reliably access and afford the technologies through which AI is delivered, raising the risk that the productivity gains will be concentrated among those already connected rather than reaching the poor.
The Stark Reality: Inequality in Digital Access
The World Bank’s findings expose the depth of the digital divide in Sub-Saharan Africa. Mobile internet in the region remains the least affordable in the world relative to income, with a basic data package costing about twice the United Nations’ affordability target of 2% of average monthly income. An entry-level internet-enabled handset costs the poorest fifth of the population the equivalent of about three-quarters of a month’s income.
Across 19 African countries for which data on both indicators are available, only 12% of households in the poorest income quintile have both a phone and an electricity-grid connection, compared with 54% among households in the richest quintile. In many African countries, fewer than 10% of adults in the poorest quintile are online, compared with more than 60% or 70% in the richest quintiles in better-connected economies.
In Sub-Saharan Africa, nine in ten people are not covered by a 5G network, and only about one-third of the population is online. Across the continent, about 900 million people remain offline.
Ghana’s own figures illustrate the challenge. While smartphone penetration has risen dramatically from 27.5% in 2016 to 71.8% as of June 2026, mobile data penetration stands at 89.53%. Despite these gains, the country faces a significant disconnect between headline economic growth and the realities of ordinary households — 56.4% of Ghanaians remain in poverty, with spatial disparities widening, according to the World Bank’s Division Director for Ghana, Liberia and Sierra Leone, Robert R. Taliercio.
Encouraging Signs: Ghana’s Developer Base Booming
Despite these challenges, the report highlights encouraging early signals. African countries have become increasingly active in software development since the AI boom, with Nigeria’s GitHub developer base expanding tenfold since 2020 and Ghana’s nearly eightfold, with new registrations accelerating after free AI coding assistants became available.
The World Bank said these early signals point to what AI could deliver if access broadens: a larger digital services sector, stronger regional collaboration, and productivity gains in sectors that touch poor households, from agriculture to education, health, and finance.
AI Already Working for Ghanaians
Practical applications of AI are already delivering measurable impact in Ghana. An AI-powered mathematics tutor delivered through basic text messages produced nearly a year of learning gains at a cost of about $5 per student. Darli AI, a conversational system developed by Ghanaian agritech firm Farmerline, reached 110,000 farmers in more than 27 languages within eight months, providing real-time guidance on fertiliser use and disease diagnosis. The system was named one of TIME’s Best Inventions of 2024.
The World Bank argues that Africa’s best near-term opportunity lies in adapting low-cost, practical tools rather than building frontier models. The report also notes that AI puts only 2.6% of jobs in Sub-Saharan Africa at near-term risk of automation, against 14.2% in high-income economies, reflecting the region’s workforce shape. Most people work in agriculture, informal services, or manual jobs, so AI’s first impact is more likely to come from helping workers do their jobs better — an estimated 15.2% of jobs could gain from such support — than from replacing them.
A Strategic Framework: Hubs and Spillovers
To expand access to affordable and reliable 5G, the World Bank recommends a strategy that combines spatial concentration with broader economic integration. Given the high fixed costs of digital infrastructure, investments in connectivity, electricity, digital skills, and computing capacity should be prioritised in productive urban centres and secondary cities, where agglomeration effects can accelerate AI adoption and productivity gains. These hubs should then be connected to poorer rural and underserved areas through lower-cost feeder infrastructure and targeted digital services.
“The decisive policy question is not how many people can be covered by a nominal network signal, but how many poor households can afford a suitable device, keep it charged, obtain reliable high-speed service, and use locally relevant AI applications,” the report stated.
Complementary investments in reliable electricity are essential. The Bank’s research shows that mobile phone ownership alone does not provide meaningful digital access without reliable electricity. Ghana’s electricity access stands at 89.5%, but power reliability remains a concern, with the National Information Technology Agency warning that growing dependence on data centres and cloud services makes reliable electricity increasingly critical to the country’s digital ambitions. In July 2024, around 40% of completed rural telecom sites in Ghana were solar-based, reflecting the challenge of extending connectivity to off-grid communities.
Ghana’s Policy Response: A $270 Million Bet on AI
Ghana has moved decisively to position itself for the AI era. On April 24, 2026, President John Dramani Mahama launched Ghana’s National Artificial Intelligence Strategy, pledging $270 million to accelerate the sector’s development — comprising $250 million for a national AI computing centre and $20 million for strategy implementation.
The strategy provides a roadmap to build a responsible, human-centred AI ecosystem, seeking to develop local talent and research capacity, promote AI adoption in key sectors including agriculture, healthcare, education, and governance, establish ethical and legal frameworks, and position Ghana as a regional hub for AI innovation.
“Ghana must build, own, and govern AI that understands the local languages, respects Ghanaian culture, and solves their problems,” President Mahama said at the launch.
The government has also launched the One Million Coders Programme, with more than 12,000 course completions already recorded in Phase Two, and signed a partnership with UNESCO, KPMG, and Microsoft to train at least 100,000 TVET facilitators in AI and digital competencies.
On the infrastructure front, the government is targeting 70% population coverage of 5G by March 2027, alongside reforms to spectrum policy and the digital regulatory framework. The U.S. Trade and Development Agency has also funded a feasibility study for a fibre-optic network using existing electricity distribution infrastructure in northern Ghana, a proposal that could expand broadband access while reducing the cost of extending digital infrastructure.
However, governance capacity lags behind policy ambition. Sub-Saharan Africa averages 41.6 out of 100 on the governance pillar of the Oxford Insights AI readiness index, against a global average of 52.6. The Bank says the main challenge is now putting existing frameworks into practice, not drafting new ones. Africa currently accounts for an estimated 1% of the world’s AI talent, according to industry research.
A Defining Moment
The World Bank’s report makes clear that the path AI takes in Ghana — and across Africa — will depend on deliberate policy choices. If countries make the transition to broad-based digital access, AI can become a platform for productivity growth and poverty reduction. If they do not, it will amplify the advantages of those already connected.
The report’s focus on AI comes as the World Bank raised Sub-Saharan Africa’s 2026 growth forecast to 4.3%, citing stronger performance across the region. But the Bank warned that faster growth is not translating into significant poverty reduction, with per capita growth remaining modest. The latest Africa Economic Update places special focus on AI as a tool to raise productivity, improve public services, and create jobs — making this edition a defining contribution to the debate on how technology can serve development.
For Ghana, the message is clear: the country has laid the policy foundations and demonstrated that AI can deliver real results in education and agriculture. The challenge now is ensuring those gains reach the 56.4% of Ghanaians still living in poverty — not just the minority already positioned to seize them.
