One-Person Business Boom: AI Pushes Solo Founders Past $1M

The claim: solo no longer means small

A September Forbes Business Council essay argues that a business run by one person can now grow without a natural size limit. The author is Ran Harpaz, founder and CEO of Lettuce Financial, which sells an AI-powered operating system for solopreneurs.1 That matters when reading the piece. The argument is a fair summary of a story the tech press has been telling all year, but it comes from someone who profits if readers believe it.

Harpaz rests his case on a few well-known founders and on his company's own survey. Danny Postma built the AI headshot generator HeadshotPro to $3.6 million in annual recurring revenue with no employees. Maor Shlomo started the no-code app builder Base44 alone in early 2025 and sold it to Wix for $80 million a few months later.1 Lettuce's 2026 The Solopreneur Perspective surveyed 603 solopreneurs between December 2025 and February 2026. It found that 89% already use AI or plan to. Harpaz says the most successful ones use it across five or more business functions.1

Read against the wider coverage, the essay's core claim holds up: a handful of one-person companies have reached sizes that would have needed staff a few years ago. The weaker part is the suggestion that this is now normal. The revenue data says otherwise.

The flagship cases, and how they grew in the retelling

The most cited example this year is not on Harpaz's list. Matthew Gallagher started Medvi, a telehealth company selling GLP-1 weight-loss drugs, from his Los Angeles home with $20,000 and more than a dozen AI tools. In 2025, its first full year, it brought in $401 million in sales.19 The New York Times says it reviewed Medvi's financials. The paper reports a 16.2% net profit margin, about $65 million, against 5.5% at Hims. Gallagher later hired his younger brother, Elliot, as his only employee, and the company is on track for $1.8 billion in sales this year.19

The retellings did not stay consistent. The Times was careful to say Medvi is not technically a one-person company, because it has a second employee and contractors, and that it has no official valuation since it never raised money.19 Some later write-ups dropped those caveats. One newsletter headlined that the one-person billion-dollar company "just happened."16 Another said Medvi was heading toward a "$1.8 billion valuation."17 That swaps a sales forecast for a valuation, which is a different figure. The Rundown at least noted the contract engineers and account managers behind the operation.21 Medvi is a striking business. It is not quite the clean proof of Sam Altman's prediction that it is often presented as.

Base44 shows similar drift. Several accounts agree on the basics: one shareholder, about six months as an independent company, around $80 million in cash from Wix, and $189,000 in profit in May 2025 alone.1415 The early growth numbers differ. One account says the company reached 10,000 users in its first three weeks.14 Another says it hit $1 million in annual recurring revenue three weeks after launch.20 Those are very different milestones. Forbes contributor Sandy Carter adds a detail that cuts against the "no ceiling" argument: Shlomo sold partly because the company had grown beyond what one person could handle.15

The OpenClaw story is also often cited. Its developer had no team, no funding and no company, yet the open-source agent passed 145,000 GitHub stars within 60 days. OpenAI announced it had acquired the project on February 15, 2026.15 Like Base44, it ended in a sale, not as a lasting one-person company.

The betting pool behind the narrative

Much of this year's interest comes from two predictions by AI company leaders. Altman has described a betting pool in a group chat of tech CEOs over the first year a one-person company reaches a billion dollars.14 At Anthropic's developer conference in May 2025, Dario Amodei answered the same question with "2026" and put the odds at 70–80%.1720 One account adds that most people in Altman's pool reportedly bet on 2028.18

The incentives deserve a plain statement. The people predicting billion-dollar solo companies sell the models those companies would run on. Accelerators and tool vendors have also built their pitches around the idea. The Founder Institute, for example, now calls itself an "AI-native company builder" designed for solo founders.12 None of that makes the trend false. It does mean the loudest coverage often comes from people with something to sell.

What solopreneur product revenue looks like in practice

The more useful story sits below the billion-dollar line. Here the reporting is less dramatic and, arguably, more convincing.

The best-known solo software operator is still Pieter Levels. His portfolio, including Nomad List, Remote OK and Photo AI, is reported to earn about $3 million a year with no employees.1416 Other accounts put him at more than $200,000 a month, which roughly matches.57 Marc Lou reportedly passed $1 million in 2025 across ShipFast and related products, also with no staff.17

The one-person app business is clearest at the consumer end. German developer Sebastian Roehl reportedly made $602,000 in 2025 from mobile apps he built alone. Almost all of it came from one app, the habit tracker HabitKit, which had about 25,100 subscribers paying $1–2 a month and $28,000 in monthly recurring revenue by December.4 Two details stand out. It took about two and a half years to reach $10,000 a month before growth suddenly picked up. And his other apps added almost nothing, which undercuts the idea that a portfolio of small apps reliably adds up.4

Across the field, the numbers are sobering. Figures from community surveys, which their own compiler calls approximate, suggest about half of active indie hackers make less than $1,000 a month. About 20% make $1,000 to $10,000, and about 10% make $10,000 to $100,000.67 A micro-SaaS breakdown gives a similar picture: 40% of products never reach $1,000 a month, and another 30% stall between $1,000 and $5,000.3 One analysis argues that the main constraint is now selling, not building, and points to customer-acquisition costs reported to be up about 60% over five years.7 That fits the Levels story: one account credits his success to an audience of more than 800,000 followers, not to his technology.17

The main trade-off for small software businesses is margin versus size. Bootstrapped micro-SaaS businesses with no employees commonly report net margins of 70–90%.3 One survey of solo founders' tools says 75% of indie hackers on teams of one to four use Anthropic's Claude Code.11 Estimates of monthly tool costs vary widely: $75–150 in one place, $200–500 in another, and under $200 in a third.148 Because the figures differ so much, they are best read as a rough indication that tool costs are small next to payroll.

The part that is no fair trade

Harpaz's essay is more balanced than the case studies it relies on. It cites Goldman Sachs research estimating that AI is cutting about 16,000 net jobs a month, with entry-level roles hit hardest. It also cites a 2026 ZipRecruiter survey in which nearly 38% of recent and soon-to-be graduates said they were considering starting a business.1 He says directly that lost jobs and new solo businesses do not balance out. Going solo requires savings, skills people will pay for and usually a network, and many people who lose their jobs to AI have none of those.1

The Medvi reporting points to a related risk. The company's customer-service chatbot made up drug prices, which Gallagher honored, and described product lines that did not exist.13 When one person runs everything through AI, that person is the only check on every mistake. In a regulated field like healthcare, that is a real exposure.

The verdict

The best reading of the coverage is that the size ceiling has risen sharply, but it has not gone away. Medvi, HeadshotPro and HabitKit show that one person with AI tools can now run a business that would once have needed a team.1419 That is a real change. But several of the most cited examples either hired people or sold once the work outgrew their founders.1519 The typical solo founder still earns little, and finding customers remains the hardest part.67

By many accounts, the bigger change is not the possible one-person unicorn. It is the growing number of profitable one-person businesses earning $100,000 to $1 million a year, which were hard to run alone only a few years ago.17 In that sense, one-person no longer means small. For most people trying it, it still means modest.