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

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 TakeawaysWhy most AI strategies fail before build and how to validate ideas against real user behaviorHow generative AI changes risk and why non-deterministic systems require new leadership thinkingHow to use risk and governance as a design tool instead of a compliance exerciseWhy product-market fit still kills AI initiatives and how to avoid building the wrong thingWhat to ask your board and teams to move fast without falling into AI hype and costly mistakesAbout JillJill 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.Chapters00:00 The Ground Truth04:38 AI's Hidden Consequences (NIST)12:47 Ad13:19 Approaching AI as a CTO18:45 FOMO in the Corporate World22:57 Keeping Up with AI28:42 Ad28:53 Effectively Using AI37:27 Talk to Your People!Where to find JillWebsite: https://www.saddlestitchconsulting.comLinkedIn: https://www.linkedin.com/in/jill-stover-heinze/Instagram: https://www.instagram.com/jill_saddlestitchconsult/YouTube: https://www.youtube.com/@JillHeinze-SaddleStitchConsultFacebook: https://www.facebook.com/profile.php?id=61581363390571TikTok: https://www.tiktok.com/@jill_saddlestitchconsult