122. How Physicians Are Building Their Own AI Systems Without Coding

Andrew Sponsler, founder of Axiom, joins us this week to talk about agentic AI, personal operating systems, and why physicians should start experimenting before the tools become fully packaged for everyone else. Andrew builds AI operating systems for businesses, and in this episode, he breaks down what agentic AI means, how founders are using it now, and where it could start removing real operational pain from medical practices, from case logging to revenue cycle management. 03:04 What agentic AI is and why it matters 04:10 Andrew’s four-layer framework for understanding AI tools 07:00 How agentic AI acts beyond a single prompt 08:41 Why most people still have not engaged with AI 10:37 Should people start building now or wait for easier tools? 14:32 Why surgeons are wired to spot problems worth solving 17:44 Lucas’ case logging and billing workflow idea 22:39 Where beginners can start with Claude Code 30:29 Hardware, security, model routing, and basic setup 34:34 How Andrew helps businesses map and automate workflows 43:35 Why revenue cycle management may be the highest ROI use case Who Should Listen This episode is for physicians, surgeons, founders, operators, and medical practice owners who are curious about using AI to reduce operational friction without losing control of the work. It will especially resonate with anyone thinking about case logs, billing workflows, dashboards, communication overload, or the practical first steps of building with AI. About Andrew Sponsler Andrew Sponsler is the founder of Axiom, where he builds AI operating systems for businesses. His background is in continuous improvement and process mapping, and in the episode, he describes working with small and midsize businesses to create AI native workflows, streamline operations, and automate processes that create bottlenecks for founders and teams. He also runs Builder Weekend in Austin, a hands-on event for people building with AI at different stages. Connect with Andrew 📲 Instagram: @andrewsponsler 💼 LinkedIn: @andrewsponsler Follow Life of Flow 📲 Instagram: ⁠⁠⁠⁠⁠@LifeofFlowPodcast⁠⁠⁠⁠⁠ 👍 Facebook: ⁠⁠⁠⁠⁠Life of Flow Podcast⁠⁠⁠⁠⁠ 💼 LinkedIn: ⁠⁠⁠⁠⁠Life of Flow Podcast⁠⁠⁠⁠⁠ 🐦 X: ⁠⁠⁠⁠⁠@VascularPodcast If this conversation changed how you think about agentic AI, physician-built tools, and what it could look like to automate the parts of medical practice that slow people down, share it with a colleague who’s curious about where this is all heading. And if you’re enjoying Life of Flow, a quick review helps more physicians and builders find conversations like this.