Inside the Venture Studio Model Kyle Robertson Is Using to Launch AI-Era Healthcare Startups

Most startups begin when a founder has an idea and goes looking for money. Revolution Venture Studios, led by telehealth entrepreneur Kyle Robertson, reverses that order by creating the business concept first and then finding the right people to run it.

As covered by the South Florida Business Journal, the New York-based studio develops, funds and launches companies with a focus on healthcare, wellness and technology. Robertson founded RVS and serves as its managing partner, while also continuing to lead Zealthy, the digital health company he established in 2023. His aim is to take what he learned from building companies quickly and turn it into a structured, repeatable way of starting new ones.

The difference between a venture studio and a traditional venture capital firm lies in when and how involvement begins. A conventional fund typically meets founders who have already formed a company, built a product and hired a team, and then decides whether to invest. RVS gets involved long before that point. Its approach can be summarized in a few stages:

• the studio generates business ideas and validates them before any company exists;
• it recruits co-founders, including experienced entrepreneurs and executives hired into CEO and CTO roles, to turn each concept into an operating business;
• it provides the initial capital at the moment the company is formed;
• it works directly with the founding team, with Robertson acting as a mentor and sometimes as a co-founder and board chair.

This structure changes what it means to be a founder. Instead of starting with an idea and then chasing investors, the entrepreneur joins a thesis the studio has already shaped and takes responsibility for building it. RVS describes its leadership team as offering structured guidance, but the founders remain accountable for their companies. The studio says it seeks people who are ambitious, willing to move fast and comfortable with calculated risk, and who can sustain the intensity needed to take a business from zero to operation. Because several companies are developed under one roof, experience gained in one can shorten the learning curve for the others. That shared knowledge can cover hiring, product development, healthcare regulation, setting up clinical operations and, perhaps most importantly, testing whether customers are prepared to pay for the problem a business proposes to solve. Robertson’s view is that early-stage founders need much more than a check, and the studio model is designed to deliver that extra support.

Artificial intelligence plays a central role in what RVS is building now. AI has created new challenges for business leaders, but it has also opened up solutions to problems that have frustrated industries for years. In healthcare, one of the most persistent is the administrative workload that consumes clinicians’ time. Doctors and other care providers spend long hours recording patient encounters, dealing with administrative systems and filling in paperwork, all of which competes with the time they can give to patients. Robertson identified this as a gap AI is well placed to fill. One of the studio’s companies, CareBeam, is building an AI-powered documentation platform that turns conversations between clinicians and patients into structured clinical notes. Other ventures in the portfolio reach into different corners of the market. Bioverse offers longevity-oriented care online, and Amara works in the medical spa segment. Additional RVS companies have explored healthcare software and AI applications, and Robertson has said that some remain in stealth while they develop AI products meant to work alongside healthcare providers. He regards healthcare as particularly promising ground because so many of its processes are still expensive, fragmented or hard for consumers to navigate.

The thinking behind RVS draws directly on Robertson’s own record. In 2020 he co-founded Cerebral, a virtual mental health company that launched just as the COVID-19 pandemic turned telehealth into an essential service for millions of Americans. Under his leadership, Cerebral grew to serve nearly a million patients and reached a $4.8 billion valuation. Robertson left the company in 2022 and went on to found Zealthy, which offers a broader virtual platform covering both physical and mental health and makes certain kinds of care available without a visit to a physical clinic. The company’s long-term goal is to become a large and trusted virtual healthcare platform. Having built two telehealth businesses from the ground up, Robertson has firsthand knowledge of the operational problems that tend to appear between a promising idea and a functioning company, and it was while building Zealthy that he began thinking about how that knowledge could help other entrepreneurs.

The ambition behind RVS is broader than producing a single unicorn. The studio’s thesis centers on building companies and developing the people capable of leading them, so that healthcare problems can be converted into technology businesses again and again. If the model delivers what it promises, founders will gain access to capital, operating expertise and mentorship from the very start of their journey. It is still too early to know whether the studio’s companies will become leaders in their fields. Robertson, however, is betting that the next significant wave of AI-driven innovation in healthcare will come from many founders working on different parts of the system at once, and that a studio built around shared experience is the right way to support them.