Uganda is preparing for a future in which artificial intelligence could transform how people work, learn, access healthcare, conduct business and interact with the government. Yet, beneath the growing excitement surrounding AI lies a more immediate challenge: millions of Ugandans still face significant barriers to meaningful internet access.
It is a contradiction that deserves attention.
A country can have expanding telecommunications networks, a growing technology ecosystem and ambitious digital transformation policies without necessarily having a population that can fully participate in the digital economy.
Uganda’s 2026 Artificial Intelligence Readiness Assessment Report, developed through a collaboration between UNESCO and the Ministry of ICT and National Guidance, brings this contradiction into sharp focus.
According to the assessment, fourth-generation (4G) mobile network coverage extends to approximately 82% of Uganda’s population. However, active mobile broadband subscriptions represent only 39.8% of the population.
These figures measure different aspects of connectivity and should not be interpreted as a direct count of connected versus disconnected individuals. Nevertheless, they reveal an important distinction between the availability of internet infrastructure and the extent to which people actively use it.
For a country seeking to embrace artificial intelligence, that distinction matters enormously.
The central question is no longer simply whether Uganda can build the infrastructure required for a digital economy. It is whether ordinary Ugandans can afford, access and meaningfully benefit from the opportunities that infrastructure creates.
Uganda’s Internet access paradox
Over the past decade, Uganda has made substantial progress in expanding its telecommunications infrastructure.
Mobile networks have extended internet coverage beyond major urban centres, smartphones have become increasingly important in everyday life, and digital financial services have changed how people transact.
The country’s growing connectivity has also enabled the rise of technology companies, online businesses, digital learning platforms and new forms of employment.
However, physical network availability tells only part of the story.
The AI Readiness Assessment references Uganda Communications Commission data showing that 4G coverage reached 82% of the population in 2024. Meanwhile, its analysis of the fourth-quarter 2025 telecommunications market report places active mobile broadband subscriptions at approximately 39.8% of the population.
In practical terms, being within reach of a mobile network does not guarantee that someone can afford the data, own a suitable device or maintain a reliable connection.
Consider a university student who lives in an area with 4G coverage but must carefully budget for internet bundles. Or a small business owner who has a smartphone but limits online activity because connectivity competes with other operating expenses.
Both individuals may technically have access to the internet. Yet their ability to participate in data-intensive activities remains constrained.
This is why meaningful connectivity must be understood as more than the presence of a network signal.
It involves affordability, dependable service, appropriate devices, digital literacy and the ability to use technology productively.
The real cost of being connected in Uganda
Perhaps the most revealing finding in the assessment concerns internet affordability.
Drawing on 2025 International Telecommunication Union data, the report states that a mobile broadband consumption basket costs approximately 7.95% of Uganda’s monthly gross national income per capita.
The basket includes 5GB of mobile data, 140 minutes of voice calls and 20 text messages per month.
That proportion is almost four times the 2% affordability benchmark associated with the UN Broadband Commission.
Importantly, gross national income per capita is a national average, not the monthly income earned by every Ugandan. Consequently, the affordability burden can be substantially greater for low-income households.
The report specifically identifies this challenge among poorer communities, where the cost of connectivity can consume a considerably larger share of available resources.
This creates difficult choices.
For a household managing school fees, food, transport, rent and healthcare expenses, internet connectivity may be treated as an occasional necessity rather than a permanent utility.
A worker might purchase data only when required. A student may download learning materials when affordable connectivity becomes available. A small entrepreneur may postpone using online business tools because the immediate financial return is uncertain.
These are illustrative situations, but they help explain the economic realities behind the statistics.
Ultimately, internet affordability influences who participates in the digital economy, how frequently they participate and what they can achieve.
Why the connectivity gap matters for Artificial Intelligence
Artificial intelligence is often discussed in terms of advanced algorithms, powerful computing systems and revolutionary applications.
However, most people will experience AI through ordinary digital interfaces.
They may use a chatbot to obtain information, an agricultural platform to understand crop conditions, a learning assistant to prepare for examinations or a digital health service to receive guidance.
Many of these applications depend on regular internet access.
Some also require relatively modern devices, substantial processing capabilities or reliable connections to cloud-based systems.
Therefore, the affordability barriers already affecting Uganda’s digital economy could become obstacles to widespread AI adoption.
A student who cannot regularly access online educational resources may struggle to benefit from AI-powered learning tools.
Similarly, a farmer with limited data access may be unable to use an agricultural advisory application consistently, regardless of how sophisticated its underlying technology is.
This raises a wider concern: AI could deepen existing digital inequalities if access is determined primarily by income, location and technological resources.
The risk is not unique to Uganda.
Across East Africa, governments and technology companies must consider whether AI innovation is reaching people outside well-connected urban communities.
A successful AI strategy cannot be measured solely by the number of applications developed or research projects completed. It must also consider who can use those innovations and whether they deliver measurable improvements in people’s lives.
Electricity and device access complicate the picture
Internet affordability is only one component of Uganda’s digital inclusion challenge.
The UNESCO assessment also identifies electricity access as a fundamental constraint.
Citing World Bank data, the report places national electricity access at approximately 51.5%, with a substantial difference between urban and rural areas.
Urban access is reported at 76.4%, compared with 42.4% in rural communities.
These figures underline another obstacle to consistent digital participation.
Smartphones, computers, telecommunications infrastructure and digital service delivery all depend on electricity.
For households without dependable access, simply charging a device may require additional effort or expense.
Electricity limitations also affect schools, health facilities, businesses and institutions attempting to integrate technology into everyday operations.
The report further notes that only 38% of Ugandan schools have internet connectivity, based on World Bank education technology readiness findings.
This matters because the next generation of AI users and developers is currently passing through the education system.
If students have unequal access to electricity, devices and internet-enabled learning, the country’s future AI skills base could reflect those same inequalities.
Expanding AI education without addressing the infrastructure supporting it risks benefiting institutions that are already better equipped.
What Uganda’s AI readiness report is really trying to achieve
It would be a mistake to interpret the assessment as a declaration that Uganda is unprepared for technological progress.
Its purpose is more constructive.
The report uses UNESCO’s Artificial Intelligence Readiness Assessment Methodology to examine Uganda’s capacity to develop, deploy and govern AI responsibly.
The methodology looks beyond technological capability to consider governance, human rights, education, social inclusion, infrastructure and institutional preparedness.
This broader approach is important.
AI readiness is not simply about whether researchers can develop intelligent systems or whether companies can purchase AI software.
It is about creating an environment in which those systems operate reliably, responsibly and equitably.
The assessment therefore recognises Uganda’s emerging AI ecosystem while identifying the structural weaknesses that could limit its development.
Its recommendations include strengthening digital infrastructure, improving computing capacity, advancing governance frameworks and building the skills required for responsible AI adoption.
In this context, the connectivity findings are not merely telecommunications statistics. They form part of a national development question.
How can Uganda ensure that technological progress translates into benefits for the wider population?
Businesses must design technology for the Uganda that exists
The findings also offer an important lesson for companies operating in Uganda.
Digital transformation strategies often assume that customers can comfortably access websites, mobile applications and online services.
However, the assessment suggests that businesses should examine these assumptions more carefully.
For example, a financial services provider introducing an AI-powered customer support platform must consider whether customers can afford to remain connected long enough to resolve their problems.
An agricultural technology company must think about how farmers will access recommendations in areas where internet usage is intermittent.
Likewise, an education platform must consider learners using affordable smartphones rather than laptops or high-speed home connections.
This creates opportunities for low-data applications, lightweight websites, offline functionality, accessible mobile interfaces and services that use familiar communication channels.
SMS-based services, for instance, can support certain information needs without requiring continuous internet connectivity.
Voice-based systems could also improve accessibility for users who are more comfortable speaking than typing. However, these systems must be designed with local languages, accuracy, privacy and operational costs in mind.
The broader lesson is simple: technology should adapt to the realities of its users, not require users to overcome unnecessary barriers before benefiting from it.
For businesses, designing for accessibility is more than a social responsibility consideration. It can expand the reachable market and improve customer experience.
East Africa’s AI future will depend on inclusion
Uganda’s experience reflects a broader challenge facing emerging digital economies.
As artificial intelligence capabilities advance globally, African countries face pressure to accelerate adoption, strengthen competitiveness and position themselves within the expanding AI industry.
Yet technological ambition must be matched by investments in the systems that enable participation.
This includes affordable broadband, reliable electricity, digital skills, accessible devices and responsible governance.
For Uganda, improving these foundations would support more than AI adoption.
Better connectivity could strengthen digital commerce, improve access to government services, support remote education and create opportunities for small businesses.
It could also help local innovators develop technology that responds to the economic and social conditions of the region.
The opportunity is therefore larger than creating a market for AI products.
It is about establishing the foundations for a more inclusive digital economy.
The Future of AI in Uganda begins with access
Uganda’s AI Readiness Assessment arrives at an important moment.
The country has an opportunity to shape its relationship with artificial intelligence while the technology is still evolving rapidly.
However, its success will depend on more than policy announcements, innovation hubs or sophisticated digital systems.
It will depend on whether ordinary citizens can participate.
The contrast between 82% 4G population coverage and active mobile broadband subscriptions equivalent to 39.8% of the population illustrates why this matters.
Uganda has made meaningful progress in making internet infrastructure available. The next challenge is making connectivity consistently accessible, affordable and useful.
Without that progress, AI risks becoming another technological advancement whose benefits are concentrated among those who already enjoy digital advantages.
With the right investments and policies, however, artificial intelligence could help Uganda address longstanding development challenges while creating new economic opportunities.
The real measure of Uganda’s AI readiness will not be how quickly the country embraces artificial intelligence, but how widely its people can benefit from it.
That is the distinction between building a technologically ambitious nation and building a genuinely inclusive digital future.
