UN Warns AI May Widen Inequality

The United Nations is ringing an alarm about the fast proliferation of artificial intelligence, which might aggravate global disparities if the governments, corporations, and other organizations fail to take urgent measures for making the technology more accessible, responsible, and well-governed. The problem does not lie in the fact that the artificial intelligence will either produce or destroy jobs, but that the positive outcomes of this technology might concentrate in a few rich countries and corporations, whereas developing nations and marginalized communities would find themselves deprived of access.

This warning matters because the debate around AI is no longer limited to innovation, productivity, or market competition. It is becoming a question of development, human rights, and global power. The UN’s message is that AI can accelerate growth and improve public services, but if it spreads unevenly, it may also widen the distance between countries that already have advanced digital systems and those that still struggle with basic infrastructure, education, and connectivity.

A warning about a new divide

UNDP has framed the problem as a “Next Great Divergence,” suggesting that AI could produce a new era of inequality between countries rather than a shared leap forward. That language is important because it signals a shift in how the UN views the technology: not simply as an economic tool, but as a structural force that may reshape international development for years to come.

This problem stems from the very nature of the unevenness of AI implementation. As reported by the UN-based data, AI has been adopted by 1.2 billion individuals in only three years, and 70% of them come from developing nations. While at first glance, this might seem like quite widespread use, the UN claims that this does not necessarily lead to benefits since some wealthy countries already have two-thirds of their population implementing AI tools, while usage in some poor countries is around 5%. It becomes evident that the factors behind the process go beyond mere curiosity or need.

The report’s core point is that countries are not starting from the same position. Wealthier states have stronger data centers, better-trained labor markets, more private investment, and more regulatory capacity. Poorer countries often lack all of those advantages. If AI development continues in this unequal way, the risk is that technology becomes a multiplier of existing power imbalances rather than a tool for reducing them.

What the UN says

The most powerful warning from the United Nations stems from its emphasis that AI should be built on principles of inclusion, accountability, and international collaboration. According to the High Commissioner for Human Rights Volker Türk, without immediate safeguards, the use of artificial intelligence could result in the escalation of inequalities, biases, and tangible damages. His warning is not limited to the technical dangers, but rather highlights the social and political dangers associated with the rapid diffusion of AI before its regulation.

Türk also stressed that access alone does not guarantee equal benefit.

“Without urgent guardrails, AI risks deepening inequality, amplifying bias and fuelling real-world harm,”

said Volker Türk, the UN High Commissioner for Human Rights. The implication is clear: a society can have AI tools everywhere and still produce injustice if the systems are built, deployed, and monitored in ways that favor the already powerful.

The UN human rights chief has also called for human-rights impact assessments before AI is designed, launched, or marketed. That means companies should not treat AI as just another product cycle. Instead, they should assess whether it may reinforce discrimination, create surveillance abuse, reduce accountability, or expose vulnerable groups to digital harm. The UN’s position is that innovation should not be allowed to outrun responsibility.

Why inequality may deepen

The UN’s analysis goes beyond the idea of “digital access” and focuses on the broader ecosystem needed to benefit from AI. A country may allow AI apps to be downloaded freely, but if it lacks broadband, skilled workers, dependable power, or local-language tools, the practical gains will remain limited. In that case, AI can widen the distance between people who can use it productively and those who can only watch it arrive from the margins.

That’s why the UN draws attention not just to technological deficiencies, but also to socioeconomic factors. In the Asia-Pacific region alone, 1.6 billion people lack access to adequate nutrition, 27 million young people are still illiterate, and South Asian women have a lower probability by up to 40% than South Asian men of owning a smartphone. All these statistics are relevant since AI implementation is not an isolated topic. It builds on existing development challenges that influence one’s education, labor market participation, communication, and so forth.

The same logic applies to labor markets. The UN warns that female employment is nearly twice as exposed to AI as male employment, which raises the risk that automation and digital restructuring could hit women harder than men in certain sectors. This does not mean AI will uniformly eliminate jobs. It means the burden of transition may be uneven, especially where women are concentrated in administrative, service, or repetitive tasks that are easier to automate.

This is also a matter of geopolitics. If the developed countries control the creation of models, chips, cloud infrastructure, and data ecosystem, they will end up capturing the major share of its value. Those countries which rely on importing the system may just become users of the technology. This will mean that they will have very little influence over how the standard, content moderation, algorithmic accountability, and commercial usage of AI technology takes place.

The numbers behind the warning

The UN’s warning is striking because it is backed by both social and economic estimates. It says AI could lift annual GDP growth by around 2 percentage points and raise productivity by up to 5% in sectors such as finance and healthcare. That is the optimistic side of the story, and it helps explain why governments are racing to invest in AI infrastructure and policy frameworks.

However, the same study gives insight into why this progress may prove unequal in nature. While two out of three people in high-income nations have adopted AI applications, adoption rates in low-income nations stand at around 5 percent. This implies that high-income nations will find themselves in a more privileged position when it comes to harnessing AI technology to increase production and generate revenues. And if this trend continues, AI will end up increasing income inequality instead of reducing it. Also worth mentioning is the structural limitation faced by the Asia-Pacific region because the large population in the area is plagued by development deficits. When you consider the fact that 1.6 billion people do not even have enough money for healthy diets, it is not a question of technological deficiency but resilience deficiency.

The other major concern is the resource cost of AI itself. As AI infrastructure expands, demand for electricity, water, and data-center capacity is expected to rise sharply. That raises questions about sustainability, especially for countries already struggling with energy shortages or environmental stress. In practical terms, AI could become another high-cost digital sector that rewards states with cheap power and advanced hardware while putting extra pressure on weaker economies.

A rights-based response

The UN is not arguing against AI. It is arguing for a rules-based, rights-centered approach to it. That distinction is crucial. The organization recognizes that AI can improve health systems, assist education, boost productivity, and support public administration. But it insists that these gains should not come at the cost of discrimination, exclusion, or weakened human oversight.

That is why the UN wants AI development to be guided by inclusivity and accountability.

“AI must be based on inclusivity, accountability and global cooperation,”

Volker Türk said in effect through his human-rights framing. The idea is that AI should not be treated as a purely private-sector frontier. It is now a public-interest issue, and public-interest technologies require public standards.

The report also advocates for greater collaboration between countries such that poorer nations are not forced to bring in technologies they are unable to inspect and regulate. This entails efforts towards digital infrastructure, education, innovation, and equitable access to compute and data resources. The point is that the AI economy of the globe should not be based on the logic of concentration. In other words, governments are required to develop national AI strategies that incorporate technology policies, labor policies, education policies, and human rights. Companies have to design systems that can be inspected, tested, and held accountable. International organizations should work to avoid the situation when AI leads to the creation of a world where the rich go fast and the poor suffer the consequences.

What this means globally

The UN warning is significant because it reframes AI as a development issue as much as a technological one. In previous technology waves, countries that lacked infrastructure often had time to catch up later. AI may be different because it evolves quickly, concentrates capital, and depends on heavy technical capacity from the start. That makes early inequality more likely to harden into long-term dependence.

It also brings up a wider political issue. When AI technologies are employed in order to create misinformation campaigns, increase surveillance, and automate decisions without being accountable for it, the inequality becomes not only economic but also social and democratic. The communities that have less power will be even more vulnerable to discrimination, manipulations, and segregation while the organizations protecting their rights will respond to it slowly. The involvement of UN can be explained by this. The message that the organization gives out is not the call to hold back on developing new technology for the sake of innovation. It is the call to avoid making it one more global technology that advantages the already successful ones.

The UN’s message is that AI can still become a public good, but only if governments act before the divide deepens. The figures are already showing uneven adoption, uneven exposure, and uneven capacity to benefit. If policymakers do not respond, the world may enter a phase where AI does not reduce inequality but helps lock it in.

“Access to AI tools alone does not produce equal benefit,”

the UN’s rights chief warned, and that may be the most important line in the story. It captures the central problem: technology can be widespread and still be unfair. The challenge now is not simply to expand AI, but to govern it in a way that serves development, rights, and global balance rather than undermining them.