Imagine artificial intelligence making knowledge and productivity abundant while the computing power behind it remains controlled by a small number of companies and countries. Sam Altman argues that this concentration would create a fragile and unequal future. His preferred singularity is not only about building more capable systems; it also requires making advanced AI affordable, useful and accessible enough for people around the world to share in the benefits.
In The Intelligence Age, Altman warned that insufficient energy, chips and data-centre infrastructure could turn AI into a scarce resource dominated by wealthy users and fought over by nations. In Three Observations, he argued that the cost of a given level of intelligence was falling rapidly, encouraging far more use. Lower prices could spread capability broadly, but only if infrastructure grows and access is not restricted by geography, income or institutional power.
OpenAI’s current plan states three goals: build an automated AI researcher, accelerate economic and scientific progress while sharing the gains, and give everyone a personal AGI. Altman and OpenAI chief scientist Jakub Pachocki argue that distributed power makes societies more resilient and free. They also support international coordination and the ability to slow frontier development when safety, alignment and social resilience cannot keep pace.
The tension is difficult to ignore. Training frontier systems requires enormous capital and infrastructure, naturally favouring a few powerful organisations. International competition can make cooperation harder, while safety restrictions can limit access in ways that also preserve commercial advantage. Promising that benefits will be shared does not specify who owns the models, how prices are set, how creators are compensated or how communities influence systems that reshape their economies.
For governments and businesses, the distribution question may become as important as technical capability. Policies can encourage competition, public research, affordable access, worker participation and transparent safety standards. Organisations adopting AI can track who gains productivity, whose work is displaced and whether customers retain meaningful choice. Altman presents abundance as the goal, but abundance alone does not guarantee fairness. The character of the singularity will depend on the institutions that decide how intelligence, wealth and decision-making power are distributed.