Defensible AI: What You Have to Say When the Regulator Calls (Chris Hutchins, Healthcare AI Leader)

Defensible AI: What You Have to Say When the Regulator Calls (Chris Hutchins, Healthcare AI Leader)

Author: Harrison Painter June 18, 2026 Duration: 32:57

Chris Hutchins spent more than 25 years inside some of the largest health systems in the country, including running enterprise analytics at Northwell Health, where he rebuilt the entire data warehouse. Today he advises boards, investors, and CEOs on how to deploy AI that holds up when a regulator, auditor, or attorney asks them to defend it.

In this episode, Chris and Harrison Painter get into the unglamorous work most companies skip: the data underneath the AI. Chris explains why healthcare's data problem is a byproduct of growth by acquisition, why the "if you build it, they will come" approach keeps producing tools nobody asked for, and the single test he now applies to any AI project: does it give time back to the patient and the provider?

Then they take on the word everyone uses and few can define. What makes an AI decision defensible? Chris's answer is simple and hard. If a decision gets made by a system and someone calls you, can you say what the decision was, who made it, and how, easily and quickly? Most leaders today cannot.

You will also hear why "human in the loop" should be "human IS the loop," what the trolley problem reveals about AI and judgment, and the one question every CEO should ask their team about AI before a regulator does. Practical, honest, and grounded in real operating reps.


Harrison Painter hosts the AI for Everyone Podcast from a rather unique vantage point. After building and selling a company, he found himself in the Hollywood Hills, an experience that sharpened his perspective on what real influence means in a world saturated with mere attention. He translates those hard-won lessons into practical guidance for any professional feeling behind on the AI wave. This isn't a theoretical discussion about machine learning models. Instead, each episode focuses on actionable strategies for integrating artificial intelligence into your daily workflow to reclaim hours, operate with greater assurance, and ultimately improve your financial outcomes. The premise is right there in the title: this is about making powerful tools accessible and immediately useful. You'll hear concrete examples, straightforward advice, and perhaps a few stories from the other side of a successful exit, all aimed at demystifying the technology that's reshaping every industry. Tune in when you're ready to move from knowing AI matters to making it work decisively for your career and business. The AI for Everyone Podcast is built on the idea that these tools should serve you, not intimidate you.
Author: Language: English Episodes: 50

AI Ready Podcast with Harrison Painter
Podcast Episodes
Sony Can Now Tell If Your AI Music Stole From The Beatles [not-audio_url] [/not-audio_url]

Duration: 13:45
Sony just built a tool that can look inside any AI-generated song and tell you exactly which artists it borrowed from — down to a percentage.Think outputs like: 30% Beatles. 10% Queen. For any AI-generated track.Most peo…
What AI Is Doing to Your Brand - A Conversation with Cat Holt [not-audio_url] [/not-audio_url]

Duration: 1:00:51
AI is already inside your brand whether you planned for it or not. Cat Holt has spent 26 years watching brands get this wrong — and she's here to break down exactly what's happening and what leaders need to do about it.C…
Token Anxiety: The AI Obsession Taking Over San Francisco [not-audio_url] [/not-audio_url]

Duration: 12:51
A San Francisco insider just described a city where people leave parties early to check on their AI agents, where the first thing you do in the morning is grade overnight homework your AI did while you slept, and where t…
Spotify's AI Just Replaced Their Entire Coding Team? [not-audio_url] [/not-audio_url]

Duration: 14:21
Spotify’s co-CEO Gustav Soderstrom dropped a bombshell during their Q4 2025 earnings call: "Some of our best developers, some of our most senior engineers have not written a single line of code since December. They just…
Your AI Content Could Get Demonetized Tomorrow. Here's How to Stop It [not-audio_url] [/not-audio_url]

Duration: 25:14
This podcast breaks down "The 7 Deadly Patterns of Automation" that can lead to demonetization, even for high-value channels, by triggering AI pattern detection. We'll explore the latest youtube update and how to avoid d…
The AI Workload Paradox: A Harvard Business Review [not-audio_url] [/not-audio_url]

Duration: 16:17
A new Harvard Business Review study confirms what I’ve been saying for months: AI does not reduce your workload. It increases it. But that’s not the whole story.Researchers from UC Berkeley spent 8 months studying how ge…
Anthropic Shook Legal Tech & Clawdbot Agents Exploded! [not-audio_url] [/not-audio_url]

Duration: 14:54
This week delivered two signals leaders shouldn’t ignore.First, Anthropic released agentic AI capabilities aimed directly at legal workflows. Not a chatbot. Not a demo. A system designed to apply firm playbooks, review c…
Remote Work Under Attack: What's Actually Being Lost - Steven Puri [not-audio_url] [/not-audio_url]

Duration: 40:40
Remote work didn’t break culture.AI didn’t kill creativity.But together, they’re forcing a reckoning most leaders aren’t ready for.In this episode, Steven Puri and I talk honestly about what’s eroding beneath the surface…