Troy Astorino, co-founder and CTO at PicnicHealth, joins Amir to unpack one of healthcare’s most stubborn problems: fragmented medical records. Troy shares how Picnic Health is using AI to unify patient data, cut through friction, and improve both individual care and clinical research. This conversation dives into the technical, regulatory, and human sides of healthcare data—and why accuracy matters more than ever.

Key Takeaways

• Why interoperability in healthcare has failed despite billions invested

• How AI transforms messy, inconsistent records into unified patient data

• The critical role of low-friction design in patient adoption

• Balancing accuracy, human oversight, and scalability in medical AI

• What recent FDA guidance signals about the future of AI in healthcare

Timestamped Highlights

00:40 — How Picnic Health helps patients and researchers get all their records in one place

05:16 — Why data portability across EMRs is still broken despite decades of effort

09:40 — Friction as the biggest barrier to patient adoption (and why it matters for outcomes)

10:42 — Inside Picnic’s AI pipeline: from raw documents to unified patient profiles

17:18 — Tackling accuracy: expert-level thresholds, guardrails, and continuous auditing

24:47 — Why AI is judged against perfection while humans get a pass on errors

29:45 — The FDA’s evolving approach to regulating AI in healthcare

A thought that stands out:

“Having systems that don’t just work in theory but actually work in practice—because they’re low friction—is critical for real usage in healthcare.”

Resources Mentioned

• Picnic Health: https://picnichealth.com

• FDA Draft Guidance on AI in Healthcare (2024)

• HL7 standards overview (for context on interoperability)

Pro Tips for Tech Leaders

Think about adoption the way Picnic Health does: remove friction first. Even the most sophisticated AI solution fails if the user experience creates barriers. Start with the end user, not the system.

Call to Action

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