Running a private network of 900 techbio founders building profitable companies that accelerate bench to bedside.

Joined April 2014
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Join me on Life Sciences Today I’m looking for 10 cutting edge clinical AI CEOs to join me on Life Sciences Today. This is your opportunity to create a new category of value in the US healthcare market - your category - not Epic’s. We are part of the Healthcare IT network with > 120,000 followers. The show is on fire with 60 shows in 12 months with guests from Sanofi, Flatiron Health, Biorce and Lindus Health - the anti-CRO. You can pitch me to appear on the pod with a DM. You can see Life Science Today here on Youtube, Apple, Spotify, Google and all your favorite podcast channels. I write a weekly essay on strategy, technology, and decision-making. I am founder of OpenCRO and advise WHO EU on cyber and privacy in digital health. youtube.com/playlist?list=PL…
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How much would you pay for organizational memory - of your toughest competitors
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The 11 biggest one-person clinical AI businesses in 2026 Everyone wants to build the next Epic killer. Meanwhile, solo operators are quietly building $300k–$2M businesses by attacking the boring bottlenecks nobody wants to touch. 1. The FDA whisperer Cybersecurity submissions for connected medical devices. Every connected device now needs one. Most founders have no idea how to write them. 2. The procurement unlocker Vendor security reviews that shorten hospital sales cycles from 18 months to 6. 3. The protocol auditor Protocol consistency audits before first patient in. Catch one hidden inconsistency early and save millions downstream. 4. The drift watcher Monitoring workflow changes after AI deployment. Everyone sells deployment. Nobody owns day 90. 5. The reimbursement copilot Helping founders understand payment pathways before commercialization. 6. The SBOM ninja Open source and SBOM risk analysis for regulated systems. Boring work. Huge moat. 7. The discrepancy hunter Finding clinical trial data issues before database lock. 8. The nursing friction killer Removing operational drag from care teams without replacing clinicians. 9. The validation packager Submission-ready AI validation evidence for regulated AI systems. 10. The agent containment expert Permissions, containment, and audit trails for clinical AI agents. 11. The knowledge operationalizer Turning 30 years of expert healthcare knowledge into operational systems. Most people think healthcare AI is about replacing clinicians. It’s not. The money is in the friction: the submissions, audits, handoffs, procurement reviews, and operational gaps between the brilliant idea and the patient. Boring bottlenecks are the highest-margin businesses in healthcare.
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AI agents aren’t risky. Bad system design is risky. I keep seeing the same failure patterns: • weak access control • weak isolation • unbounded execution • no system boundary Then people call it “AI safety” or “AI governance.” It’s neither. It’s what happens when you give any process too much power and no containment. Execution controls help. But they sit on top of fundamentals: → least privilege → isolation → resource limits If your system can’t contain failure, you don’t have safety. You have exposure. We map these as full threat paths — how systems move from “allowed” to “dangerous” — and turn them into prioritized countermeasures. Comment “framework” and I’ll share it.
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In Jan 2024 I unretired at age 73. With AI we are all unretired. This new chapter is about using our experience and wisdom to enrich our lives and the people around us. And make some money on the way. DM me and I'll show you how I did it.
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No Jews no News 11M refugees 110,000 refugees killed in Sudan in the past 2 weeks
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My friends. Not my AI If we take care of the important things in life. If we are right with those we care about. If we behave in line with our faith. Our lives will not be cursed with the throbs of unfinished business. Our words will always be sincere, our embraces tight.
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We will never wallow in the agony of “I could have, I should have”. We can sleep in a storm.
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And when it's time, our goodbyes will be complete. Rabbi Albert Lewis 1975
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I'm Israeli. After Oct 7 - there are no Israelis who want a 2 state solution. If you lived in Jersey, would you support New York City as a well funded terrorist state whose entire and only charter is to destroy, kill and rape people who live in Newark? I don't think so.
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COVID grease fire GenAI hype cycle = déjà vu The COVID bubble was a sudden accelerant — free money, no diligence, insane valuations. The GenAI hype is the accelerant’s sequel — this time with GPUs instead of government checks. The parallels to the dot-com era are uncanny: Dot-com 1999 → Raise big, fast, because “the Internet changes everything.” GenAI 2023 → Raise big, fast, because “LLMs change everything.” Both cycles sucked in huge amounts of capital with famously thin diligence. Both created frothy valuations far ahead of adoption curves. And in both, most of the winners will look nothing like the companies that raised the biggest rounds. The dangerous overlap right now? COVID money extended the life of companies that should have shut down earlier… just long enough for them to pivot to “we’re an AI company now” to chase the next capital wave. The survivors in Q4 2025 won’t be “AI companies.” They’ll be real businesses that: Use AI to solve real, painful, paid problems. Fit into workflows customers already use. Don’t need GPUs or hype to stay alive. The dot-com bust didn’t kill the internet — it cleared the way for companies that could actually execute. The AI bust will do the same.
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Dogs Watching TV 🐕📺 Most leaders look at their clinical data like dogs watch TV: • They see the motion. • They hear the noise. • They nod their heads enthusiastically • They don’t get the plot. In clinical trials, they wait until the interim analysis to act — when the ending’s already written. Life isn’t interim. Life is adaptive now. Your edge comes from acting mid-trial — when you can still change the outcome.
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What do Flatiron, Genialis, PicnicHealth, and Debiopharm have in common? Their founders shared how they built traction—on Life Sciences Today. 🎙 Techbio isn’t theory. It’s grit, customers, and repeatable wins. 👇
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Want to join them? 👉 dannylieberman.com/podcast-s…

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🪦 Big Tech Tried to Fix U.S. Healthcare — and Got Wrecked (Amazon just rolled out diagnostics in India. Don’t confuse it with a comeback.) For 20 years, the titans of tech said they’d revolutionize healthcare. Instead, they burned billions, misunderstood incentives, and quietly backed out. Let’s review: 💀 Microsoft HealthVault – Dead 💀 Google Health – Dead (twice) 💀 IBM Watson Health – Sold for scraps 💀 Amazon Haven – RIP 💀 Amazon Care – Dead 💀 Apple Health – Still a glorified pedometer 💀 GE – Spun off 💀 Walmart, Walgreens, CVS – Playing musical chairs with clinics Now Amazon’s doing diagnostic kits in India—and the noobs on LinkedIn are gushing like it’s a resurrection. Let’s be real: India is a high-margin consumer market. They don’t need the FDA. They don’t need Medicare. They don’t need Epic integration. Bezos doesn’t need the U.S. market. You do. And here’s the truth no one wants to say out loud: Healthcare doesn’t reward disruption. It rewards those who know how to navigate complexity, mistrust, and misaligned incentives. If you’re building inside this mess— 🧬 Trying to bring better treatments to market 📊 Trying to make trial data make sense 🩺 Trying to close the loop between diagnosis and care You need clarity, not hype. 🧵
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Join the private network for techbio entrepreneurs. 📈Every Friday: sharp, no-fluff insights on how real techbio companies grow revenue—plus candid interviews with the builders. From a pharma-tech founder who learned hard lessons the hard way.
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We’re 10-minutes from Iran by ballistic missile. War with radical Islam gives you clarity on what matters. Like how Israelis rank #7 on the world happiness index. Despair in America isn’t Trump or tech. It’s a lack of community. “The primary cause of modern despair is a lack of functional community, exacerbated by car-centric urban design.” — The Free Press Israel ranks higher in happiness than the US, UK, and Germany—despite war, grief, and chaos. • We volunteer in hundreds of community initiatives • We check each other’s pouches before combat • We make meals for soldiers • We babysit children of reservists We’re part of something bigger than ourselves. You don’t need to be Israeli to feel that. You just need a functional community—one that listens, challenges, and shares the weight.
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