Before You Deploy AI, Ask These Questions — Or Pay the Price | Jill Stover Heinze
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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 governance
- The fundamental difference between speed and readiness in AI deployment
- What data flows you should be questioning in every AI tool you consider
- How to identify and evaluate bias before it impacts your customers
- The role of privacy and permissions in responsible AI adoption
- How to align AI decisions with your core values and business strategy
- Why your instinct that something is not right about an AI implementation deserves serious attention
- The four AI horizons framework for asking the right questions at each stage
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-stoverheinze
- Saddle-Stitch Consulting: https://www.saddlestitchconsulting.com
- AI Horizons Framework: Available through Saddle-Stitch Consulting
- The American College of Financial Services Responsible AI Program: https://theamericancollege.edu
Become 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/cc
- Call: +1 909.404.9865
- Website: https://stewardyourbusiness.com
- LinkedIn: https://www.linkedin.com/in/davidwcarr
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