Economists at the University of Warwick and Imperial College London have released a new study analyzing the demographic and professional characteristics of UK adults who pay for artificial intelligence tools out of their own pockets. The research, titled Who Pays for AI?, utilizes anonymized bank and card transaction data to examine the rapid expansion of the UK’s paid AI market. The study estimates that 5.1% of UK adults, representing approximately 2.8 million people, paid for AI assistants themselves in June 2026. This figure indicates that subscriber numbers have roughly doubled each year, transforming consumer spending on AI tools from a negligible amount in early 2023 into a billion-pound annual market.
The researchers analyzed professional membership and registration payments alongside employer records to identify specific occupations. This methodological approach allowed the study to distinguish between personal payment transactions and employer-paid licenses, business-account payments, or the use of free AI tools.
Occupation emerged as a significant factor in determining whether individuals pay for AI tools. The study found that what people do at work is a key driver of subscription rates across different professions. Among IT professionals, the estimated subscription rate was approximately 20%, the highest of any identified group. University lecturers and finance professionals followed, with subscription rates ranging from 13% to 16%. In contrast, school teachers, writers, artists, and doctors showed subscription rates between 7% and 9%, while electricians, nurses, and social care workers had rates under 3%.
The market share between leading AI providers has also shifted significantly during the study period. ChatGPT remains the market leader, but its dominance has eroded as Claude has gained ground rapidly. Between December 2025 and July 2026, Claude’s share of subscription spending increased from 7% to 29%. Over the same period, ChatGPT’s share of the market fell from 74% to 53%.
The uptake of more expensive plans is particularly evident among people working in technical and professional roles. Claude has developed a stronger following among software and IT workers, engineers, finance professionals, and academics. Conversely, teachers, healthcare workers, and human resources staff tend to favor ChatGPT.
Geographic location also plays a role in AI subscription behavior. Adults living in London are more likely to pay for their own AI subscriptions compared to those in other regions of the UK. In June 2026, an estimated 7.9% of adults in London had subscribed to paid AI tools, compared with the national average of 5.1%. The North East of England trailed the UK region rankings, with a subscription rate of 3.8%.
Demographic factors such as age, gender, and income further delineate the profile of the typical AI subscriber. The study found that under-30s are five times as likely to pay for AI tools than over-60s. Men are 27% more likely to subscribe than women, and individuals in the top fifth of earners are almost twice as likely to subscribe than those in the bottom fifth.
Dr. Peter Lambert from the University of Warwick’s Department of Economics commented on the results, noting that millions of people are now putting their hands into their own pockets to pay for AI every month. He observed that in little more than three years, these tools have become a billion-pound consumer market in the UK. Lambert described the surge as phenomenal and pointed out that with only one in twenty adults currently subscribing, there is still room for further growth. He raised the question of how many people currently using free AI tools will eventually decide they are worth paying for.
Dr. Nikhil Datta, also from the University of Warwick’s Department of Economics, added that people whose jobs involve tasks that AI can help with are more likely to pay for it themselves. This suggests that individuals are buying these tools partly for their utility in the workplace. Datta noted that while the first paying customers were disproportionately men and high earners, that picture is changing rapidly. He highlighted that women are now making up nearly half of new subscribers, indicating a broadening of the user base beyond the initial demographic core.
Dr. Patrick Schneider from Imperial Business School emphasized the volatility of early-stage markets. He stated that the picture can change very quickly, with ChatGPT still leading at present but its early dominance shrinking. Schneider noted that Claude captured almost a third of consumer subscription spending by July, up from just 7% seven months earlier.
The study’s authors include Nikhil Datta and Peter John Lambert from the University of Warwick and the Centre for Economic Performance at the London School of Economics, along with Patrick Schneider from Imperial Business School. The research was conducted using data and statistical analysis to examine the behavior of people in the UK. The findings are based on personal payment transactions and do not include employer-paid licenses or business-account payments. This limitation ensures that the study focuses specifically on individual consumer choices rather than corporate procurement strategies.
Subject of Research: Analysis of UK consumer spending on AI subscriptions by occupation, region, and demographics
Article Title: Who is behind the UK’s billion-pound AI boom?
Article References: Who is behind the UK’s billion-pound AI boom?. Original publication (Bibliographic details unavailable.)
Image Credits: AI Generated
DOI: Not provided
Keywords: Artificial Intelligence, Consumer Spending, UK Economy, Subscription Services, ChatGPT, Claude, University of Warwick, Imperial College London, Market Analysis, Demographics, behind, billion-pound
Cite Scienmag News
Reid Dalton. (November 7, 2026). Warwick Study Maps UK’s Billion-Pound AI Subscription Boom. Scienmag. https://scienmag.com/warwick-study-maps-uks-billion-pound-ai-subscription-boom/
Reid Dalton. "Warwick Study Maps UK’s Billion-Pound AI Subscription Boom." Scienmag, 7 November 2026, https://scienmag.com/warwick-study-maps-uks-billion-pound-ai-subscription-boom/. Accessed 11 November 2026.
Reid Dalton. "Warwick Study Maps UK’s Billion-Pound AI Subscription Boom." Scienmag. November 7, 2026. https://scienmag.com/warwick-study-maps-uks-billion-pound-ai-subscription-boom/








