Solo Businesses Get a Running Start With AI, but the Picture Is Mixed

AI tools are letting one-person companies launch and grow at a pace that once required a team, though researchers caution the evidence is still early.

Alex Willen runs 12 e-commerce brands with no employees and expects $2.5 million to $3 million in revenue this year. Kristin Ginn left Microsoft in March and started an AI-adoption consultancy; seven months later she has roughly $250,000 in business received or contracted through year-end, with no staff or regular contractors.

Stanford economist Erik Brynjolfsson says the common mistake is thinking AI is only about personal productivity. "It's actually about leveraging AI to perform tasks that previously required a whole team," he said.

The data is suggestive but not conclusive. Liya Palagashvili of George Mason University's Mercatus Center found that in industries heavily exposed to AI, business applications without early hiring signals rose 26.8% from the first quarter of 2024 through the first quarter of 2026, from about 222,000 to 281,000 per quarter. Applications in those industries with stronger hiring indications fell 6.4%. She cautioned the findings are preliminary and descriptive and do not establish that AI caused the increase.

A FreshBooks survey found 79% of solopreneurs had tried AI before hiring someone for a task they could not do themselves. But Gusto, which tracked small businesses after they adopted AI, found headcount about 7% higher after a year than at comparable non-adopters.

Brynjolfsson predicts small firms and giants will both thrive, with midsize companies squeezed. "The fat in the middle - the layers of management focused on internal coordination - will likely be significantly reduced," he said.