Jill Heinze – How a Research-Driven Librarian Became an AI Governance Architect

In this episode of The Builders, Matt sits down with Jill Heinze, founder of Saddle-Stitch Consulting, to explore an unexpected but deeply logical career evolution: from research librarian to AI governance architect.

Jill’s journey began with a love of history and archival research. That passion led her into academic librarianship, where she discovered that modern libraries are not just about books. They are complex digital ecosystems. She managed databases, led web teams, navigated vendor systems, and taught scholars how to access and evaluate information at scale. At its core, her work was about stewardship, access, and trust.

That research-driven mindset eventually carried her beyond the university. She moved into agency-side research and product work, integrating user discovery and competitive intelligence into digital strategy. As AI tools accelerated, Jill recognized something familiar: the same questions libraries wrestled with for decades were now re-emerging around data quality, provenance, and governance. Today, she applies that foundation to responsible AI frameworks, helping organizations build guardrails before they scale.

This episode lays the groundwork for a deeper dive into responsible AI in Part II.

Key Takeaways

• Research is not academic overhead. It is infrastructure for better decision-making.
• Modern librarianship is rooted in systems thinking and information architecture.
• Not all information is equally accessible or equally trustworthy.
• Governance is a building discipline, not a compliance afterthought.
• Career pivots often reveal continuity rather than reinvention.
• The skills needed for responsible AI have been quietly developed for decades in adjacent fields.