What Hospitals Actually Need Before They'll Deploy Your AI
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Will AI eliminate primary care — or finally give primary care physicians their time back?
That's the central question driving this episode, as Dr. Junaid Kalia, Dr. Harvey Castro, and Ed Marx sit down with Dr. John Dayton — an ER physician who has evaluated healthcare startups as an angel investor, built pilots at Intermountain Ventures, and is now raising a $5M fund. He brings a rare view of what AI looks like from the bedside, the boardroom, and the cap table. Dr. Dayton maps how AI decisions actually get made inside health systems: why a technology has to align with the CEO's mission, the CFO's budget, the CTO's existing stack, and clinical staff's real workflow — and why losing any one of those four is where most implementations quietly stall.
For physicians and healthcare enthusiasts who want to separate signal from noise — and understand whether the tools landing on their unit deserve to be there — this is the peer-to-peer analysis that conference keynotes never deliver.
What You Will Discover:
- Intro: John Dayton's origin story
- Why He Never Really Left Medicine
- How hospitals actually make AI decisions
- Is an MBA worth it if it's not free?
- The Decision Making Approach Inside Health Systems
- The Two Questions Nobody Answers Directly
It's not about whether AI is ready for clinical use. It's about whether clinicians are ready to guide patients who are already using it.
Referenced in the show:
🖇️ "Professional Development and Upskilling Resources for Clinicians" – https://www.linkedin.com/pulse/professional-development-upskilling-resources-john-dayton-md-mba-xlpmc/
Connect with us:
Dr. Junaid Kalia, Neurocritical Care Specialist and Founder of Savelife.AI™
💼LinkedIn - https://www.linkedin.com/in/junaidkaliamd
🔗Website - https://www.junaidkalia.com/
📹YouTube - https://www.youtube.com/@junaidkaliamd
Dr. Harvey Castro, ER Physician, #DrGPT™
💼LinkedIn - https://www.linkedin.com/in/harveycastromd/
🔗Website - https://www.harveycastromd.com/
📷Instagram - https://www.instagram.com/harveycastromd/?hl=en
📑 Substack - https://harveycastromd.substack.com/
Edward Marx, CEO, Advisor
💼LinkedIn - https://www.linkedin.com/in/edwardmarx/
🔗Website - https://www.marxadvisory.com/
📹YouTube - https://www.youtube.com/@EdwardMarx
Special Guest:
John Dayton, MD, MBA
💼LinkedIn - linkedin.com/in/johndaytonmd
Visit our website:
https://signalandsymptoms.com/
Get advisory insights about Healthcare AI — at zero cost:
https://junaidkaliamd.substack.com/