
New OpenAI research shows how AI is expanding what workers do, with ChatGPT users taking on tasks across roles and reshaping job boundaries. ChatGPT users, our new research suggests that 16.8% of work-related messages and 43.5% of occupation-specific messages are about tasks associated with another occupation. We call the resulting pattern task crossover : work historically associated with one occupation appearing in the AI use of people in another. To measure task crossover, we first separate work that is associated with an occupation from work that appears across many jobs.
AI changes the work that people do. In an analysis of more than 800,000 messages from U.S. ChatGPT users, our new research suggests that 16.8% of work-related messages and 43.5% of occupation-specific messages are about tasks associated with another occupation.
A small-business owner can independently draft copy, review a contract, or perform basic financial analysis. A salesperson can use AI to explore a customer dataset that might once have gone to an analyst. A marketer can troubleshoot a website without waiting for a developer. In each case, AI changes not just how work gets done, but who does what.
Our new report, Work at the Frontier: How AI is Expanding What People Do at Work , studies this shift. We call the resulting pattern task crossover : work historically associated with one occupation appearing in the AI use of people in another. In our AI Jobs Transition Framework (opens in a new window) , we argue that many jobs are likely to reorganize: these are jobs whose day-to-day tasks could change substantially. This report is the first in our new Work at the Frontier series, which explores how AI is changing work in real time.
Using our unique window into how the world of work is changing, we will offer regular data-driven insights based on evidence to guide policy and practice.
Many studies of AI and work begin with a fixed list of tasks associated with a given occupation and ask whether models can perform them. Our evidence suggests that AI is also changing who takes on which tasks.
To measure task crossover, we first separate work that is associated with an occupation from work that appears across many jobs. Some activities, such as writing, summarizing, and scheduling, are shared too broadly across occupations to be evidence of crossover. We classify these as generic. For the remaining messages, we ask whether the task falls inside or outside the user’s own occupation. Among non-generic messages, 43.5% fall outside of the user’s occupation, offering an early window into how AI may be reshaping the task content of jobs before those changes appear in job descriptions or titles.
New OpenAI research shows how AI is expanding what workers do, with ChatGPT users taking on tasks across roles and reshaping job boundaries Reported by OpenAI on July 27, 2026.