Perspective

Can Vibes Survive Contact With Reality?

By Kyle Harrison

Updated

April 4, 2026

Reading Time

1 min

People have been talking about one-person billion-dollar companies ever since ChatGPT launched. Back in 2024, Sam Altman said he had made a bet with other CEOs about when it would happen. This week, he declared that it had arrived. The first billion-dollar, one-person company? A vibe-coded startup called MEDVI.

So what does the company do? The headlines made it seem like a triumph of vibe coding; the company reportedly grew to $1.8 billion in revenue in just 14 months “using AI.” But the details call that into question. MEDVI sells GLP-1s. More specifically, it uses an infrastructure of thousands of doctors and engineers from CareValidate and OpenLoop to dropship GLP-1s. But digging into the details, you find the company has used fictitious doctors, received an FDA complaint about “false and misleading claims”, and potentially isn’t using a prescription approval process at all since some users are saying they want to get down to 60 pounds and are still being approved.

The power of AI can no doubt supercharge any business. But, from our perspective, the search for the first billion-dollar vibe-coded company continues.

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Authors

Kyle Harrison

General Partner @ Contrary

Kyle Harrison is a General Partner at Contrary where he’s invested in companies like Anduril, Ramp, Base Power, Valar Atomics, and Cursor, and is the Founder of Contrary Research. Over the past decade, Kyle has spent time as a partner at Index Ventures and Coatue investing in companies like Databricks, Snowflake, Plaid, Toast, and Persona.

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