Solo Founder Business Applications Rise 26.8% in AI-Exposed US Industries
US business applications with no sign of hiring rose 26.8% in AI-exposed industries between early 2024 and early 2026, says a George Mason University economist. Founders explain how AI tools handle bookkeeping, design and ads, though the researcher warns the data does not prove AI is the cause.

US business applications showing no sign of hiring rose 26.8% in AI-exposed industries between the first quarter of 2024 and the first quarter of 2026, according to labor economist Liya Palagashvili of George Mason University's Mercatus Center. So how does AI work for a founder with no staff? It takes over jobs that once needed a team.
The count climbed from roughly 222,000 to 281,000 applications per quarter. Palagashvili directs the Labor Policy Project at Mercatus.
What the numbers show
Over the same period, applications in those industries with stronger signs of becoming employer businesses fell 6.4%. In construction and wholesale trade, her comparison group, applications without hiring signs declined 0.4%.
"What AI is doing is giving those capabilities directly into the hands of the individual," Palagashvili said.
She cautioned that the findings are preliminary and descriptive. They do not establish that AI caused the increase. The Census-based measure flags applications lacking indicators of near-term payroll plans, and it does not show whether those firms stayed one-person businesses.
One founder's economics
Alex Willen runs 12 e-commerce brands with no employees. He expects them to generate between $2.5 million and $3 million this year.
Anthropic's Claude handles bookkeeping, customer service, advertising and inventory across his businesses, Willen said. OpenAI image tools do work that once went to photographers and designers.
Without AI, he said, "I'd probably need one other full-time person, plus I'd need to use contractors for photography, design, bookkeeping, and ad management." A traditional product photo shoot could cost $2,000 to $5,000, and a designer $300 to $1,000 for new listing images, he said.
When AI removes one of those expenses, Willen said, "that money just goes into my pocket."
A neglected sales channel revived
Willen bought Lone Trail, a hunting-gear brand selling binocular harnesses, packs and other outdoor accessories. Its Shopify site accounted for roughly 1% of sales at the time.
He used ChatGPT and Claude to rebuild the site and AI to help run Meta advertising. In a recent 30-day period, he said, Shopify made up roughly 30% of Lone Trail's revenue.
"That's going to end up being at least six figures of annual revenue that would not exist without AI," Willen said.
Consultants and big tech
Kristin Ginn left Microsoft in March and started trnsfrmAItn, an AI-adoption consultancy. Seven months later, she has roughly $250,000 in business received or contracted through year-end, with no employees or regular contractors.
Stanford economist Erik Brynjolfsson said AI is creating a longer tail of powerful small producers. It is also likely to concentrate even greater power with hyperscalers, the largest cloud and AI providers, which could leave medium-sized firms worst positioned.
"The biggest misconception is that it's just about individual productivity; it's actually about leveraging AI to perform tasks that previously required a whole team," Brynjolfsson said.













