How AI Caught What Bonuses, Training, and Pay Raises Couldn't Fix episode artwork

EPISODE · Feb 17, 2026 · 32 MIN

How AI Caught What Bonuses, Training, and Pay Raises Couldn't Fix

from Just Curious: Applied AI for Value Creation · host Stuart Willson

Ryan Kurt, CEO & Founder of The AI Lab, advises middle-market CEOs on how to turn AI from hype into measurable operational advantage. A 13-year veteran of generative AI, he’s helped leaders move beyond “AI strategy decks” to real workflow transformation — including a healthcare network that used computer vision to improve care quality and performance-based pay with 99% accuracy. His perspective is clear: the technology isn’t the hard part — leadership ownership is.You’ll Learn• Why most AI initiatives fail because CEOs delegate ownership instead of leading transformation themselves• How to rebuild workflows from first principles instead of layering AI onto broken processes• What “total ownership” actually means — and why third-party vendors can’t carry your AI strategy• How agentic workflows unlock capacity by automating repetitive work before it hits your desk• A behind-the-scenes case study of using computer vision and human-in-the-loop systems to improve care quality, culture, and compensationChapters00:00 Intro01:00 Ryan’s path from early AI startup to founding The AI Lab04:15 Why “AI strategy” is the wrong starting point08:10 The leadership readiness test most companies fail12:00 What total ownership actually looks like18:00 Why agentic workflows change the economics of work23:00 Case study: Using AI to improve caregiver performance27:30 Human-in-the-loop systems and hybrid AI architecture30:00 Cultural and operational impact31:45 How to sequence AI adoption the right way34:25 Who The AI Lab works withLinksWatch on YouTube: https://youtu.be/bdSq4S2_PZUConnect with Ryan Kurt: https://www.linkedin.com/in/ryankurt/Explore more interviews: https://www.justcurious.io/articles/how-ai-caught-what-bonuses-training-and-pay-raises-couldnt-fix"Proof of Work is the podcast of Pluris, a platform connecting investors and operators with the world's leading applied AI experts. Each episode features the builders, operators, and investors who've actually put AI into production, turning it from buzzword to bottom line through sharp case studies and practical conversations. We explore how AI is used to grow revenue, expand margins, improve operations, and create measurable value inside real businesses.Learn more at checkpluris.comExplore more interviews and connect with experts at https://www.checkpluris.com Subscribe to our newsletter at https://proof-of-work-ai.beehiiv.com/

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Ryan Kurt, CEO & Founder of The AI Lab, advises middle-market CEOs on how to turn AI from hype into measurable operational advantage. A 13-year veteran of generative AI, he’s helped leaders move beyond “AI strategy decks” to real workflow transformation — including a healthcare network that used computer vision to improve care quality and performance-based pay with 99% accuracy. His perspective is clear: the technology isn’t the hard part — leadership ownership is. You’ll Learn • Why mo...

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How AI Caught What Bonuses, Training, and Pay Raises Couldn't Fix

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