He Failed With 60 Employees. Then He Built a $1.8B Company With 2.

Matthew Gallagher built a telehealth company called Medvi that did $401 million in revenue in 2025 with two full-time employees: himself and his brother. It's tracking toward $1.8 billion in 2026. He started it with $20,000 and a stack of AI tools from his apartment in Los Angeles.

That's the headline version. The real story is more interesting, messier, and more useful if you run a business.

The 60-employee company that never made money

Before Medvi, Gallagher ran Watch Gang, a wristwatch subscription box. He launched it in 2016, hired 60 people, chased revenue growth, and never turned a profit.

His takeaway was blunt: "It just increased my costs, and then it delayed my decision-making because I had more people to deal with."

That experience shaped everything about what came next. When he started Medvi, he made one decision early: no hiring. Not as a temporary measure. As a philosophy.

Who is Matthew Gallagher

Gallagher grew up in unstable housing, bouncing between motels and temporary arrangements before settling in Cincinnati at 12. His uncle gave him a laptop, and he taught himself to code by building a Weird Al Yankovic fan page. As a teenager, he sold candles and samurai swords on eBay, built websites for local businesses, and at 18, sold a web hosting company for $6,000.

He attended the University of Cincinnati and Northern Kentucky University but didn't graduate. He moved to Los Angeles in 2010 to try acting, then went back to tech.

This isn't a Stanford MBA who raised a Series A. It's a self-taught hustler who figured out what AI tools could replace before most people understood what they could do.

The own-vs-rent model

The core insight behind Medvi is structural, not technological.

Gallagher didn't build a telehealth company from scratch. He partnered with CareValidate and OpenLoop Health, existing platforms that already had licensed doctors, prescription processing, pharmacy fulfillment, and regulatory compliance in place. He rented the entire regulated backend.

What he owned: the brand, the website, the checkout flow, the marketing, and the customer relationship. Everything the customer sees and touches.

What Medvi owns:

• Brand and customer relationships
• Website, checkout, marketing
• AI-powered customer service
• Ad creative and growth strategy

What Medvi rents:

• Licensed physicians (CareValidate)
• Prescription processing (OpenLoop Health)
• Pharmacy fulfillment and shipping
• Regulatory compliance infrastructure

If you run an ecommerce store, this should look familiar. You already rent fulfillment through a 3PL. You rent your storefront from Shopify. You rent payment processing from Stripe. The gap between what you own and what you rent is filled with people. VAs doing data entry. Customer service reps answering tickets. Marketing contractors managing ad spend.

Gallagher's argument, backed by $401 million in revenue, is that AI can fill that gap.

The AI stack

Gallagher used ChatGPT, Claude, and Grok for code and copywriting. Midjourney and Runway for ad creative and visuals. ElevenLabs for voice-based customer communication. Custom AI agents to connect systems together.

The total cost of the AI stack was a fraction of what a single employee would cost. His net profit margin hit 16.2%, compared to competitor Hims & Hers, which runs at 5.5% with 2,442 employees and $2.4 billion in revenue.

His brother Elliot, 36, based in Cincinnati, is the only other employee. Elliot's job is to filter communications so Matthew can focus on strategic decisions. Seven contracted account managers handle customer relationships with AI assistance.

Where it went sideways

This is where most coverage of Medvi stops. But the problems are actually the most instructive part.

The chatbot hallucinated. In the early days, Medvi's AI customer service bot fabricated drug prices that Gallagher had to honor and invented product lines that didn't exist. When you're the only human in the loop, there's no one to catch that before a customer sees it.

The FDA sent a warning letter. In February 2026, the FDA flagged Medvi for misbranding compounded semaglutide and tirzepatide products. Claims on the website falsely implied FDA approval. When you grow faster than your compliance infrastructure, regulators notice.

The ads used fake doctors. An investigation by Drug Discovery & Development found over 5,000 active Medvi ads on Meta's platform, some running under fabricated personas with invented medical credentials. One was named "Professor Albust Dongledore." Marketing at scale without human review produces this.

These aren't minor footnotes. They're the direct consequences of running at billion-dollar velocity with two people. AI handles execution. It does not handle judgment.

What Sam Altman predicted

In early 2024, OpenAI CEO Sam Altman told Reddit co-founder Alexis Ohanian that tech CEOs maintained "a betting pool for the year the first one-person billion-dollar company would emerge." He described it as "something that would have been unimaginable without AI and now will happen."

The New York Times profiled Medvi on April 2, 2026 as the apparent winner of that bet. Gallagher said Altman told him directly that he'd won.

What this means if you sell online

You don't need to start a telehealth company to apply the logic.

1. The own-vs-rent split applies to any ecommerce business. Map out what you own (brand, customer data, product knowledge, creative direction) versus what you rent (fulfillment, platform, payment processing). Now look at the middle: the people you pay to connect those two layers. How much of that connecting work is repetitive, pattern-based, and documentable? That's what AI can absorb.

2. AI replaces tasks, not roles. Gallagher didn't hire an AI to be his marketing director. He used AI to write copy, generate ad creative, handle customer chat, and connect systems. Each of those is a task, not a title. If you're paying a VA $12/hour to format product descriptions or update inventory spreadsheets, that's a task-shaped problem.

3. Speed creates its own problems. Medvi's FDA warning and fake-doctor ads happened because the system moved faster than one person could audit. If you automate your product listings and an AI writes a claim that violates Amazon's ToS, you eat the suspension. Automation without review is a liability.

4. The judgment layer is the job now. Gallagher's actual work is making decisions: which products to launch, how to position the brand, when to honor a hallucinated price, how to respond to an FDA letter. The AI handles everything below that line. The question for any business owner isn't "can AI do this task?" It's "can I be the only person making the judgment calls?"

The lonely part

Gallagher told the New York Times something that doesn't make the headlines: "At this point, I kind of want to hire people because I'm lonely."

He works from his LA home "basically anytime he's not showering, sleeping or spending time with his two children." He made an AI voice clone to schedule his personal appointments so he could spend more time working.

$65 million in profit. Two employees. And the founder wants colleagues.

That's the part of the AI-powered future nobody's writing case studies about.

Frequently asked questions

How did Medvi make $401 million with two employees? By owning only the customer-facing layer (brand, marketing, checkout) and outsourcing all regulated medical operations to existing telehealth platforms CareValidate and OpenLoop Health. AI tools handled code, copywriting, ad creative, customer service, and system integration. The result was a 16.2% net profit margin on $401 million in 2025 revenue.

What AI tools did Matthew Gallagher use to build Medvi? ChatGPT, Claude, and Grok for code and copy. Midjourney and Runway for visual and video ad creative. ElevenLabs for voice-based customer communication. Custom AI agents to integrate systems. The total stack cost a fraction of a single employee's salary.

Is the Medvi model applicable to ecommerce? The core principle, own the customer relationship and rent the operational infrastructure, already describes most ecommerce businesses using Shopify and a 3PL. The AI layer replaces the connective tissue between those systems: data entry, listing management, customer service, and marketing production. The model scales down.

What went wrong with Medvi? The FDA issued a warning letter in February 2026 for misleading product claims. Investigations found thousands of ads running under fabricated doctor personas. The AI customer service chatbot hallucinated prices and product lines. These are the consequences of operating at scale without proportional human oversight.

What did Matthew Gallagher do before Medvi? He founded Watch Gang, a wristwatch subscription company, in 2016. It grew to 60 employees but never turned a profit. Before that, he was self-taught in coding, sold products on eBay as a teenager, and ran small web businesses. He has no college degree.