Show Notes
Funding stage: Series A Plus. Agentic Healthcare has bought national record-retrieval and privacy infrastructure outright and runs a patient data network covering more than 128 million people.
Eric Marton spent 25 years learning exactly how broken American healthcare is, from the inside, at the top.
Health system executive. Private equity. Partner at two venture funds. The kind of career that ends in board seats and boat drinks.
Then he took a portfolio company up to NVIDIA headquarters in Santa Clara to look at molecule design, sat in a room full of tenured scientists from Stanford and Berkeley and UCSF, and watched an AI generate drug candidates on a screen in front of them. One scientist leaned over to another and said that would have taken five years in my lab. The second one leaned back and said probably closer to ten in mine.
Eric says he only understood a fraction of what was happening in that room. He understood enough. Before he left the building, NVIDIA's people walked him into their agent demo environment and showed him what enterprises were building to close labor gaps and protect margins. He asked them the question that ended his old life: what would it take to put that same power in the hands of one family, permanently, loyal only to them, following them across every insurer and employer and state line for the rest of their lives.
NVIDIA said absolutely we can do that. A few months later he told his partners at the fund he had never been more professionally excited, and he walked.
Then December 4, 2024 happened. Brian Thompson, the CEO of UnitedHealthcare, was killed in Manhattan. Eric got a call the next day from someone connected to government asking how the technology he had been describing could reach the average American rather than only wealthy ones. Forty-five minutes of riffing turned into a plane full of people flying to Los Angeles the following week to meet with a company that did not exist yet. Eric says he has never had the chills professionally the way he did that day.
What exists now is Agentic Healthcare, and its flagship is Teleport Health. The strategy is the opposite of what every venture capitalist tells you, including the venture capitalist Eric used to be. No narrow wedge. No one disease, one workflow, one insurer. He decided the fragmentation of US healthcare is not going to be solved in his lifetime, so the play is to wrap it: thousands of specialized agents fine-tuned for clinical navigation, benefits optimization, bill assessment and negotiation, pharmacy savings, appeals, scheduling, all pointed at one member with what he calls unwavering loyalty to the individual.
To make that real he bought the rails instead of building them. The Cures Gateway now pulls records from more than 20 state and regional health information exchanges, with coverage for more than 128 million people, so a patient can finally claim the lifetime record that has been legally theirs and practically unreachable. Wrapped around it is the privacy layer that came out of TripleBlind, the RSA award winner that Selfii had acquired before Agentic took the platform on.
There is a lot more in this one. Why he broke his engineering team into cells that do not know what the other cells are building, purely to survive frontier lab poaching. Why he calls his own company the most over-lawyered startup you will ever meet, and why that protects his hospital partners rather than slowing him down. Why NVIDIA agreeing to buy Hugging Face for nearly $13 billion changes the sovereign AI math for every founder listening. Why he thinks there will be fewer doctors, and why the ones who stay will get to practice the way doctors did before the billing screen. Why he wants to work only with doctors who want all of your data, liability and all. And the moment where Ryan pushes him on transcendence, the artist's 3am scramble to the canvas, and Eric admits the feeling fades and then you still have to go deliver the thing.
One more thing from the episode, unsponsored and unpaid: cancercommons.org. Founded in 2011 by Jay Martin Tenenbaum, an early AI researcher who was diagnosed with metastatic melanoma, told he had a short time to live, and refused it. He scoured the earth for trials and combination therapies, found what saved him, and then built a free nonprofit so that people without his money and his rolodex could get the same shot. Everything they do costs patients nothing. If you have room in your year-end giving, put it there.
Q&A: What Founders Ask After This Episode
Should I focus on one wedge, or build wide like Eric did?
Eric broke the rule on purpose, and he tells you when breaking it is allowed. He decided the underlying system was never going to get fixed, so a narrow fix would leave the member still holding the mess. That logic only works when the problem is fragmentation itself and when you can reach a data layer nobody else has. If your customer's pain is one workflow rather than the whole journey, take the wedge. If their pain is that they have to be the integration layer between nine broken vendors, wide is the product.
How do I keep frontier labs from poaching my engineers?
He restructured. His team now works in cells, each one responsible for component parts, without full visibility into what the other cells are building. It slows some things down and he did it anyway, because losing one engineer who knows the whole system is a different event than losing one engineer who knows one module. If you are deep tech with a real IP portfolio, compartmentalize before it happens, not after.
Closed frontier models, open weights, or both?
Both, routed. Agentic works across models and auto switches based on business logic. His read is that open source is behind but not far behind, that large organizations and governments want sovereign environments they control, and that NVIDIA's definitive agreement to acquire Hugging Face, announced September 2026 and expected to close in the first half of 2027, puts NVIDIA in position to own both the open sovereign layer and the frontier labs' most important partnership. For founders that means optionality is the asset. Build so you can move.
How do I skip years of infrastructure I cannot afford to build?
Buy it. Agentic acquired the assets behind a national record-retrieval network and a privacy-preserving security layer rather than building either from scratch. Asset purchases out of well-backed companies that ran out of runway are one of the cheapest forms of time travel available to a startup right now, and there are a lot of them.
When is being over-lawyered the right call?
When your partners carry the liability you create. Eric's provider partners inherit exposure the moment richer patient data lands in their hands, so he lawyers heavily on their behalf as well as his own. If your product increases what your customer is legally responsible for knowing, your legal spend is a sales tool.
How do I sell AI to an audience that is afraid of it?
He does not argue people out of the fear. He calls the concern real, says the doomers at the top are not acting, and then puts the good in front of you at human scale: the scientist who saved five years, the family with every resource who was still terrified. Founders keep pitching capability. Eric pitches representation. Lead with who the technology is loyal to.
How do I know when an idea is worth blowing up a good career?
Ryan pushes him on this directly and the answer is honest. It was a moment of clarity he compares to his wife scrambling to her art studio at 3am. Then the feeling faded and he had to go build it with a team of people smarter than him. If the moment does not survive contact with a staffing plan and a legal budget, it was a feeling, not a company.
Who is Eric Marton?
Eric Marton is the Founder and CEO of Agentic Healthcare, Inc., based in Los Angeles. He spent more than 25 years in healthcare as a health system executive, including as an executive director at Cedars-Sinai and Chief Strategy Officer of Verity Health, and as a partner at Three-Sixty Advisory Group and Wavemaker 360 Health before founding Agentic Healthcare.
What is Agentic Healthcare?
Agentic Healthcare is a company building a patient-representing AI platform for US healthcare. Its flagship product, Teleport Health, gives individuals thousands of specialized AI agents that handle clinical care navigation, insurance benefits, medical bill review and negotiation, pharmacy savings, and appeals on the patient's behalf.
What is Teleport Health?
Teleport Health is Agentic Healthcare's consumer-facing agentic advocacy platform at teleport.health. Eric Marton described it on AI for Founders as patient advocacy and empathy at scale, and noted the name may change as a branding process completes.
What is the Cures Gateway?
The Cures Gateway is Agentic Healthcare's proprietary patient data network. It has data coverage for more than 128 million individuals through direct relationships with more than 20 state and regional health information exchanges, and it lets individuals claim their own longitudinal medical record.
How is Agentic Healthcare related to TripleBlind and Selfii?
Selfii, founded by Anil Sethi, acquired TripleBlind's Privacy Suite in 2024 and launched the TripleBlind Exchange. Agentic Healthcare acquired assets in that chain, and its partnership releases describe the Selfii longitudinal health record platform alongside the Cures Gateway.
Why did Eric Marton leave venture capital to become a founder?
He describes a visit to NVIDIA headquarters where AI generated drug candidates in minutes that scientists said would have taken five to ten years in their labs, followed by a demo of enterprise AI agents. He asked what it would take to give that power to individuals and families, and left his venture fund to build it.
What did Eric Marton say about open source AI and NVIDIA?
He argued that open source models are behind but not far behind, that organizations and governments want sovereign environments they control, and that NVIDIA's moves, including its Nemotron models and its agreement to acquire Hugging Face, position it to lead the open sovereign layer while remaining the frontier labs' most important partner.
How does Agentic Healthcare protect its engineers from being poached?
Eric Marton said the company split its engineering organization into cells, where each group works on component parts without full visibility into what other cells are building, specifically to reduce exposure to frontier lab poaching.
What is N of one medicine?
N of one medicine means treating an individual based on evidence about that individual rather than on the average result of a trial across thousands of people. Eric Marton's team runs agentic research against both population-level datasets and a single person's data to lay out the real options, the likely journey, and the odds.
What did the episode say about Cancer Commons?
Cancer Commons is a free nonprofit founded in 2011 by Jay Martin Tenenbaum, an early AI researcher who survived metastatic melanoma after finding his own trial and combination therapy. It assembles a national group of cancer experts who review submitted records and present options at no cost, funded entirely by philanthropy.
URLs Mentioned in the Episode
- Agentic Healthcarehttps://agentichealth.io
Eric's Los Angeles company building a patient-representing AI workforce for US healthcare.
- Teleport Healthhttps://teleport.health
Agentic Healthcare's flagship consumer platform: thousands of specialized agents for care navigation, benefits, bills, pharmacy savings, and appeals.
- Cancer Commonshttps://cancercommons.org
A free nonprofit service where cancer experts review the records of people with advanced cancers and present options at no cost.
- Ryan Estes on LinkedInhttps://www.linkedin.com/in/estesryan/
Connect with the host.
- AI for Foundershttps://aiforfounders.co
The newsletter and podcast this episode comes from.
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Named Frameworks
The Wrapper Strategy
Sell insulation from a broken system instead of a fix for it.
- →Start by deciding honestly whether the underlying system can be fixed on your timeline. Eric decided US healthcare fragmentation cannot be.
- →If it cannot, stop selling a fix and start selling insulation. Your product absorbs the burden of the broken system on the customer's behalf.
- →This flips the focus rule. Wide is correct when the customer's actual pain is being the integration layer.
- →The moat is not the wrapper. It is the data access and the permissions that let the wrapper reach inside.
Buy the Rails, Build the Agents
Acquire the slow infrastructure, build the fast intelligence.
- →Separate your product into rails, meaning data access, connections, and security, and intelligence, meaning the agents on top.
- →Rails take years and regulatory relationships. Buy them, ideally from well-backed companies whose timing was wrong.
- →Agents are where your speed and your differentiation live. Build those.
- →Audit your category for assets stranded inside companies that raised too early. There are more of them every quarter.
Cell-Based Engineering
Compartmentalize the team to survive frontier lab poaching.
- →Split the team so each group owns component parts without full visibility into the whole architecture.
- →Accept the coordination cost knowingly. Eric did it specifically because of frontier lab poaching.
- →Pair it with documentation discipline, or you have traded one risk for a bus-factor problem.
- →Reserve whole-system knowledge for a small, deliberately chosen group.
Reactive Plus Proactive Advocacy
Answer when called, and keep working when nobody calls.
- →Mode one: be instantly available when the member already knows they have a problem.
- →Mode two: work continuously in the background to surface problems and savings the member never knew existed.
- →Most service startups build only mode one, because mode one is what customers ask for.
- →Mode two is where retention lives, because it produces value on days the customer did not contact you.
Model Optionality by Business Logic
Route across models instead of marrying one lab.
- →Do not marry a single lab. Build a routing layer and switch based on the task, the cost, the privacy requirement, and the sovereignty requirement.
- →Treat open weights as behind but closing, and treat sovereign deployment as a requirement for enterprise and government buyers rather than an ideology.
- →Watch consolidation at the layer below you. NVIDIA's Hugging Face agreement changes who controls the open ecosystem you would be relying on.
- →Weigh the cost and benefit of each sandbox openly, then keep the switch available.
Liability as a Partnership Feature
Turn legal spend into a reason partners say yes.
- →Map what your product adds to your customer's legal exposure, especially in regulated industries.
- →Spend on legal for their protection, not only yours, and say so in the sales conversation.
- →Work with the partners who want more information rather than less, and let the risk-averse ones come later.
- →Filter data before it reaches a clinician or an operator, so the signal is relevant to them and not just voluminous.
Glossary
Agentic AI
AI systems that take actions and complete multi-step tasks on someone's behalf rather than only answering questions.
Patient advocacy
Working the healthcare system on a patient's behalf, covering scheduling, benefits, appeals, and bills.
HIE (health information exchange)
A regional or state organization that moves clinical data between doctors and hospitals. Historically built for providers, not patients.
QHIN
A Qualified Health Information Network under the federal TEFCA framework for nationwide data exchange.
TEFCA
The Trusted Exchange Framework and Common Agreement, the federal rules of the road for nationwide health data exchange.
Cures Gateway
Agentic Healthcare's proprietary network of connections to health information exchanges, with coverage for more than 128 million individuals.
21st Century Cures Act right of access
The federal requirement that patients can get their own records. Widely enforced weakly, which is the gap Eric built into.
Prior authorization
Insurer approval required before a medication, procedure, or scan is covered. The main source of denials.
APS (Attending Physician Statement)
A clinician-completed summary used when an electronic record cannot be retrieved, common in insurance underwriting.
N of one medicine
Treatment decided by evidence about one specific individual rather than the average result across a trial population.
Precision therapeutics and precision diagnostics
Treatments and tests matched to an individual's biology rather than to a population average.
Privacy-preserving computation
Methods that let analysis or model training happen on sensitive data without exposing or copying it. TripleBlind's specialty.
PHI
Protected health information, the category of personal health data governed by HIPAA.
De-identification
Stripping identifiers from health data so it can be shared. The thing TripleBlind's approach was designed to make unnecessary.
Sovereign AI
Running models inside an environment an organization or government fully controls, rather than calling someone else's API.
Open weights and open source models
Models whose parameters are published, so anyone can run and fine-tune them in their own environment.
Frontier labs
The handful of companies training the most capable models, including Anthropic, OpenAI, and Google.
Regulatory capture
Shaping regulation so it protects incumbents from competitors, a tactic Eric says is genuinely in play in AI policy.
Nemotron
NVIDIA's family of open models.
ARPA-H
The Advanced Research Projects Agency for Health, the innovation arm of Health and Human Services, modeled on DARPA.
DARPA
The Defense Advanced Research Projects Agency, the innovation arm of the Department of Defense.
Poaching
Frontier labs hiring away specialist engineers, the threat behind Eric's cell structure.
HRV (heart rate variability)
A wearable-derived metric Ryan wants in his record, and a good example of data that matters to the patient more than to the clinician.
