Most AI strategies fail before anything ships, not because of the tech, but because leaders never test assumptions against reality. In this episode, CTOs will learn how to ground AI strategy in real user behavior, reduce risk early, and avoid costly AI failures before they scale.

Jill Stover-Heinze breaks down how generative AI changes the risk model, why non-deterministic systems demand new leadership thinking, and how CTOs can turn governance, user research, and risk into a competitive advantage instead of a bottleneck.

Key Takeaways

Why most AI strategies fail before build and how to validate ideas against real user behavior
How generative AI changes risk and why non-deterministic systems require new leadership thinking
How to use risk and governance as a design tool instead of a compliance exercise
Why product-market fit still kills AI initiatives and how to avoid building the wrong thing
What to ask your board and teams to move fast without falling into AI hype and costly mistakes

About Jill

Jill Heinze helps product leaders make smarter AI decisions through strategic intelligence and ground truth research. As founder of Saddle-Stitch Consulting, she brings 20 years of user research and competitive intelligence experience to help organizations navigate AI uncertainty, revealing what competitors miss and avoiding expensive mistakes before they happen. She serves as Responsible AI Program Director for The American College of Financial Services and hosts Responsible Tech Talks on LinkedIn Live.

Chapters

00:00 The Ground Truth

04:38 AI's Hidden Consequences (NIST)

12:47 Ad

13:19 Approaching AI as a CTO

18:45 FOMO in the Corporate World

22:57 Keeping Up with AI

28:42 Ad

28:53 Effectively Using AI

37:27 Talk to Your People!

Where to find Jill

Website: https://www.saddlestitchconsulting.com
LinkedIn: https://www.linkedin.com/in/jill-stover-heinze/
Instagram: https://www.instagram.com/jill_saddlestitchconsult/
YouTube: https://www.youtube.com/@JillHeinze-SaddleStitchConsult
Facebook: https://www.facebook.com/profile.php?id=61581363390571
TikTok: https://www.tiktok.com/@jill_saddlestitchconsult

AI Risk Is a Design Problem: 3 Questions Every CTO Should Ask Before Their Next AI Release ft. Jill Stover Heinze