AI is Only As Good As Your Data | Ryan Leurck, Kythera Labs

Can AI transform healthcare if the underlying data is incomplete, fragmented or inaccurate? On this episode of The Healthcast, Phil Zappone speaks with Ryan Leurck, Chief Analytics Officer and Co-Founder of Kythera Labs, about healthcare’s hidden data problem and why better data—not simply more advanced AI—will shape the industry’s future. Ryan shares how his background in aerospace engineering and complex systems optimization led him into healthcare analytics. He explains why claims and EHR data are difficult to analyze, how Kythera Labs turns fragmented records into structured information and why healthcare leaders must verify the answers produced by AI. They also discuss how hospitals can use data to understand patient leakage, referral patterns, market share and opportunities to improve service lines. Ryan shares an example in which a health system discovered substantially more patient leakage than it previously recognized, leading the organization to revise its strategy. In this episode: • Ryan’s transition from aerospace engineering to healthcare analytics • Why healthcare data is often incomplete, inconsistent and difficult to interpret • How medical claims can be reconstructed into meaningful patient-care events • Why raw data can produce confident but inaccurate AI answers • Increasing AI accuracy by cleaning and structuring healthcare data • How hospitals identify patient leakage and out-of-market care • Reducing the data-preparation burden on analytics teams • Protecting patient information when implementing AI • Why verification, validation and governance are essential • The opportunities and challenges AI may create over the next five years CHAPTERS 00:00 Introduction 00:43 From Aerospace Engineering to Healthcare Analytics 03:55 The Meaning Behind Kythera Labs 05:08 Discovering Healthcare’s Hidden Data Problem 08:59 Building Companies with a Trusted Founding Team 10:38 Business Challenges and Finding Focus 12:20 How Kythera Turns Messy Claims into Usable Data 17:40 Who Uses Kythera Labs? 19:30 Helping Rural Hospitals Understand Patient Flows 21:46 Why Better AI Starts with Better Data 26:33 Customer Story: Uncovering Patient Leakage 29:24 Starting Analytics with the Right Questions 32:02 Supporting Patient Care Behind the Scenes 33:37 Healthcare’s Next Five Years: AI Opportunities and Challenges 36:02 What Hospital CEOs Should Know About Data and AI 38:41 What’s Next for Kythera Labs? 40:00 Where to Learn More and Closing Remarks Episode Resources: Website | https://www.kytheralabs.com/ LinkedIn | https://www.linkedin.com/company/kythera-labs/Ryan L. | https://www.linkedin.com/in/ryanleurck/ Check out what I do helping small businesses here: Website | https://nxaihealth.com/ LinkedIn | https://www.linkedin.com/in/phil-zappone-647957379/ Subscribe to The HealthCast for more conversations with the people shaping healthcare.