Before You Deploy AI, Ask These Questions — Or Pay the Price | Jill Stover Heinze episode artwork

EPISODE · May 14, 2026 · 37 MIN

Before You Deploy AI, Ask These Questions — Or Pay the Price | Jill Stover Heinze

from Business Roundtable · host David W. Carr

You are moving fast on AI. Your team is experimenting. You are deploying tools. But you have not asked the critical questions that will determine whether you are building competitive advantage or exposing your business, your people, and your customers to serious risk.Jill Stover Heinze has spent her career helping organizations think through complex technology decisions. When generative AI hit the market, she realized that speed was replacing judgment. Companies were racing to deploy without asking basic questions about data, bias, security, privacy, and alignment with their values. She created an AI Trust Architecture framework to help leaders slow down and ask the right questions before deployment, not after something breaks.In this episode, David Carr and Jill break down what responsible AI governance actually looks like in practice, which questions every leader should be asking right now, and why slowing down is not falling behind.In this episode:Why most organizations are making Band-Aid decisions about AI instead of building intentional governanceThe fundamental difference between speed and readiness in AI deploymentWhat data flows you should be questioning in every AI tool you considerHow to identify and evaluate bias before it impacts your customersThe role of privacy and permissions in responsible AI adoptionHow to align AI decisions with your core values and business strategyWhy your instinct that something is not right about an AI implementation deserves serious attentionThe four AI horizons framework for asking the right questions at each stageAbout Jill Stover Heinze: Jill Stover Heinze is an AI Trust Architect and founder of Saddle-Stitch Consulting. With a background in user research, product strategy, and library science, Jill has spent over two decades helping Fortune 500 companies and institutions think through complex technology decisions. She is currently the Responsible AI Program Director at the American College of Financial Services and has championed AI governance functions across multiple organizations. Her approach combines human-centered design with rigorous risk assessment.You cannot build trust in AI by rushing its deployment. You build it by asking hard questions, being transparent about limitations, and aligning technology decisions with human values. That is what governance is actually for.If this episode made you realize you have been moving too fast on AI without asking the right questions, that is the conversation to have with your team this week. Share this with one leader who needs permission to slow down. Links mentioned in this episode:Jill Stover Heinze on LinkedIn: https://www.linkedin.com/in/jill-stoverheinzeSaddle-Stitch Consulting: https://www.saddlestitchconsulting.comAI Horizons Framework: Available through Saddle-Stitch ConsultingThe American College of Financial Services Responsible AI Program: https://theamericancollege.eduBecome a supporter of this podcast: https://www.spreaker.com/podcast/business-roundtable--6049255/support.Connect with Steward Your Business:Book a Leadership Clarity Call: https://calendar.stewardyourbusiness.com/ccCall: +1 909.404.9865Website: https://stewardyourbusiness.comLinkedIn: https://www.linkedin.com/in/davidwcarrWatch more episodes  and subscribe on YouTube:https://www.youtube.com/@steward_your_business

You are moving fast on AI. Your team is experimenting. You are deploying tools. But you have not asked the critical questions that will determine whether you are building competitive advantage or exposing your business, your people, and your customers to serious risk.Jill Stover Heinze has spent her career helping organizations think through complex technology decisions. When generative AI hit the market, she realized that speed was replacing judgment. Companies were racing to deploy without asking basic questions about data, bias, security, privacy, and alignment with their values. She created an AI Trust Architecture framework to help leaders slow down and ask the right questions before deployment, not after something breaks.In this episode, David Carr and Jill break down what responsible AI governance actually looks like in practice, which questions every leader should be asking right now, and why slowing down is not falling behind.In this episode:Why most organizations are making Band-Aid decisions about AI instead of building intentional governanceThe fundamental difference between speed and readiness in AI deploymentWhat data flows you should be questioning in every AI tool you considerHow to identify and evaluate bias before it impacts your customersThe role of privacy and permissions in responsible AI adoptionHow to align AI decisions with your core values and business strategyWhy your instinct that something is not right about an AI implementation deserves serious attentionThe four AI horizons framework for asking the right questions at each stageAbout Jill Stover Heinze: Jill Stover Heinze is an AI Trust Architect and founder of Saddle-Stitch Consulting. With a background in user research, product strategy, and library science, Jill has spent over two decades helping Fortune 500 companies and institutions think through complex technology decisions. She is currently the Responsible AI Program Director at the American College of Financial Services and has championed AI governance functions across multiple organizations. Her approach combines human-centered design with rigorous risk assessment.You cannot build trust in AI by rushing its deployment. You build it by asking hard questions, being transparent about limitations, and aligning technology decisions with human values. That is what governance is actually for.If this episode made you realize you have been moving too fast on AI without asking the right questions, that is the conversation to have with your team this week. Share this with one leader who needs permission to slow down. Links mentioned in this episode:Jill Stover Heinze on LinkedIn: https://www.linkedin.com/in/jill-stoverheinzeSaddle-Stitch Consulting: https://www.saddlestitchconsulting.comAI Horizons Framework: Available through Saddle-Stitch ConsultingThe American College of Financial Services Responsible AI Program: https://theamericancollege.eduBecome a supporter of this podcast: https://www.spreaker.com/podcast/business-roundtable--6049255/support.Connect with Steward Your Business:Book a Leadership Clarity Call: https://calendar.stewardyourbusiness.com/ccCall: +1 909.404.9865Website: <a...

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Before You Deploy AI, Ask These Questions — Or Pay the Price | Jill Stover Heinze

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This episode was published on May 14, 2026.

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You are moving fast on AI. Your team is experimenting. You are deploying tools. But you have not asked the critical questions that will determine whether you are building competitive advantage or exposing your business, your people, and your...

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