Healthcare AI Is Failing And the Fix Isn't More Data
May 26, 2026
AI in drug discovery, data-centric machine learning, precision medicine, and building SaaS for life sciences; this episode of SaaS That App covers it all with a founder who’s lived it for a decade. Aaron Marchbanks and Justin Edwards sit down with Dr. Abhishek Jha, Co-Founder and CEO of Elucidata, who makes a compelling case for why the real bottleneck in healthcare AI is data quality, out-of-distribution observations, and the reality of working with small sample sizes where the stakes couldn’t be higher.
This podcast is brought to you by Delta Systems, your one-stop shop for front-end, back-end, and full-stack software development. At Delta, Justin and Aaron share the same philosophy when it comes to clients: they treat people like colleagues, not just customers. Maybe that’s why Delta typically spends years working with the same companies: how many software engineering firms can you say that about? So, if you’ve got a big SaaS project in mind but have no idea where to start, come and get a free scope and estimate from Delta Systems at: https://deltasystems.com/
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AI in drug discovery, data-centric machine learning, precision medicine, and building SaaS for life sciences; this episode of SaaS That App covers it all with a founder who’s lived it for a decade. Aaron Marchbanks and Justin Edwards sit down with Dr. Abhishek Jha, Co-Founder and CEO of Elucidata, who makes a compelling case for why the real bottleneck in healthcare AI is data quality, out-of-distribution observations, and the reality of working with small sample sizes where the stakes couldn’t be higher.
What You’ll Learn:
- How to reframe AI strategy from model-centric to data-centric
- Why out-of-distribution detection is existential in healthcare
- The managed services pricing model trumps traditional SaaS for AI solutions
- How to navigate data sensitivity and IP protection without sacrificing innovation
- Why distribution and people problems outweigh technology problems in deep-tech entrepreneurship
Dr. Abhishek Jha is the Co-Founder and CEO of Elucidata, a biotech company focused on AI-driven data solutions for life sciences R&D and drug discovery. He has over 20 years of experience at the intersection of life sciences, data science, and machine learning. Abhishek co-founded Elucidata in 2015, launching Polly as a cloud-based SaaS platform that harmonizes multi-omics, clinical, and real-world data into ML-ready formats, speeding data preparation by 10x with high accuracy via LLM-powered curation.
This podcast is brought to you by Delta Systems, your one-stop shop for front-end, back-end, and full-stack software development. At Delta, Justin and Aaron share the same philosophy when it comes to clients: they treat people like colleagues, not just customers. Maybe that’s why Delta typically spends years working with the same companies: how many software engineering firms can you say that about? So, if you’ve got a big SaaS project in mind but have no idea where to start, come and get a free scope and estimate from Delta Systems at:
https://deltasystems.com/
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- [02:21] Everyone's Obsessed With Models. He Says They're Looking at the Wrong Thing.
- [03:17] He Spent 30 Years Training for a Career He Never Started
- [06:34] Profitable on Day One, No VC Required
- [09:17] Facebook Has 3.5 Billion Users. The Best Clinical Trial? Tens of Thousands.
- [15:09] They Tried SaaS Pricing. It Broke.
- [16:34] Why a Single Security Glitch Is Existential
- [22:04] The Most Brutally Honest Take on Healthcare AI
- [25:02] The #1 Mistake Scientists-Turned-Founders Keep Making
- [27:16] “No Excel Model Justifies This”
Episode Resources:
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