The Solo Unicorn Is Not Just An Idea Anymore: Inside The First Real Test Case
For a hundred years, growing a company meant hiring people. More customers meant more salespeople, and more product meant more engineers. The number of people working at a company was a strong indicator of how big their ambitions were. That rule just broke.
In a recent interview, Dario Amodei, the head of Anthropic, was asked when we would see a billion-dollar company run by just one person at a company event. He said 2026 and gave it 70-80% odds of happening. Sam Altman, the head of OpenAI, has already been running a casual bet with other tech CEOs on the same question, and most of them guessed 2028.
Real Test Case: Man Who Already Done It
On April 2 this year, the New York Times published news about a man, Matthew Gallagher. He taught himself to code and, from his apartment in 2024, started a health company called Medvi. He made an investment of just $20,000 and had no employees.
He used AI tools for website development, ad creation and managed customer service through a chatbot. For the parts where doctors and pharmacies were needed, he did not build them. He plugged into two companies, Carevalidate and OpenLoop Health; they had the licensed pieces in place.
The results were amazing. In the first year, he achieved $401 million of sales, with a healthy 16% profit margin. Now it is about to hit $1.8 billion. Presently, there are two members, Gallagher and his brother, who mostly joined to answer phone calls. Comparing that to a public company selling a similar product, Hims & Hers made $2.4 billion in 2025 but needs 2,000+ employees and still generated less profit.
It is an incredible figure. But that is not a clean success story as it looks, and we will get to that now.
The Concept of “Solo Unicorn”
Many people misunderstand it as one person doing everything alone. While the actual meaning of ‘solo unicorn’ is a founder using AI tools the way a company uses different teams, like one handles support, another writes code, and another runs ads. Humans take the major steps. Experts say it uses AI as leverage, a small team handling what used to take 10 times the people.
The metric backing this up is revenue per employee, and it has been trending. In 2012, when Facebook bought Instagram for a billion dollars, Instagram had just 13 employees; here, each employee has the value of $77 million.
By last year, several AI startup companies were earning more than that person’s employee. Cursor, an AI coding tool, earned $1 billion a year with around 50 staff.
Not Applicable to All Businesses: The Catch
Six weeks before that story came into the limelight, a U.S. health regulator had already sent Medvi a warning letter on how it labelled its medication, the drug bringing in most of its revenue. Reporters further found that the chatbot had made up prices that Gallagher accepted and told customers about the products the company is not selling.
Some people said the pace of it all made it feel like Gallagher had a hidden team for his support. But he does not have one. That is the whole story in one line: this is impossible, but risky. When something breaks, one person deals with it any time of day, having none to share the load.
None of that erases the shift. It just means the first real example came with some serious warning signs. This model does not work everywhere. Software, fintech, media and consulting – anything digital where serving one more customer does not cost anything – are the best fit for this. But when it comes to factories, hospitals, and airlines, they cannot be run by one founder.
The Reality of Solo Unicorn
The actual story is not about one person earning a billion dollars. It is that the old link between how many people you employ and how much you can produce is breaking down the same way machines once separated results from muscle. Whoever gets there first without an FDA letter attached will make the headlines. But the bigger shift is already underway, messy, unfinished and playing out in public, whether people call it a trend or not.
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