The sessions people talk about after a conference are not the ones that confirmed what everyone already thought. They are the ones that made the audience uncomfortable in the right way. Every talk I give is built around a strong narrative hook, a problem the audience actually recognizes, and a perspective they haven't heard from the main stage before. That's what I bring to a room.
Built for executive audiences, this session confronts why most enterprise quality transformation programs stall at the delivery layer. It makes the case for quality as a leadership accountability function, not a testing function, drawing on real program experience across global enterprises.
Invite Me to Speak →A direct look at the gap between how most enterprises are assuring AI quality and what is actually required when the system you're testing is probabilistic, bias-prone, and changes over time without a code commit. Includes the AQ ELEVATE framework and real case study material from production AI governance failures.
Invite Me to Speak →This session challenges the assumptions testing leaders hold about what their career looks like in a world with AI in the pipeline, executive boards asking new questions, and quality maturity increasingly measured in business outcomes rather than coverage metrics. It's direct, uncomfortable in parts, and designed to be.
Invite Me to Speak →Send me the event details and the audience profile and I'll tell you if it's a good fit.