AI, Judgment & Decision-Making
How to frame a meaningful problem, interrogate AI-assisted answers, verify assumptions and retain accountability for the decisions that follow.
Professional workshops & selected engagements
Practical workshops and conversations at the intersection of AI, enterprise technology, leadership and human judgment—adapted to the people in the room.
Professional workshops & speaking
For organizations, leadership teams and professional communities seeking a practical conversation about technology and its human consequences. Sessions can be designed as executive-facing discussions or interactive workshops, with the depth and examples tailored to the audience.
How to frame a meaningful problem, interrogate AI-assisted answers, verify assumptions and retain accountability for the decisions that follow.
The foundations of useful AI adoption: data quality, organizational alignment, architectural choices and the practical realities of transformation.
Turning technical complexity into shared understanding, stronger collaboration and clear recommendations across diverse teams.
Facilitated talks and Q&A (approximately 45–60 minutes), interactive workshops (approximately 90–120 minutes), or longer sessions planned around a team's needs. Virtual and in-person formats can be discussed.
Accessible frameworks, realistic scenarios and thoughtful discussion—whether the goal is leadership perspective, practical AI literacy or a deeper examination of enterprise readiness. Scope and outcomes are agreed before the session.
Topics, duration and delivery are tailored by conversation.
Selected experience
A selection of workshops, leadership panels and community contributions.
Featured engagement · October, 2026
Workshop facilitator & IT panel participant · Innovation Academy

An interactive exploration of consulting, problem framing and AI-assisted decision-making. Students examined why the ability to ask better questions, verify outputs and take responsibility remains essential even as AI becomes more capable.
The workshop used a practical decision framework: Ask → Frame → Test → Decide → Own. The day also included participation in an IT industry panel.
AI & human judgment · Consulting · Student professional readiness
Leadership & community · January, 2025

Toastmasters · Panelist · Division H Director, District 44 (2024–2025)
Participated as a leadership panelist during the Winter Toastmasters Leadership Institute while serving as Division H Director. That program year also involved organizing the Division G Speech Contest through a reciprocal arrangement with the Division G Director, who organized the Division H contest.
An experience combining public conversation with the practical work of supporting leadership and community participation.
For speaking invitations, educational workshops or thoughtful collaborations, get in touch.