Production AI since 2015. Before GPT. Before the hype.

In the current cycle, most organizations are not asking “What can we do with AI?” but “Which AI projects will actually pay off?” My work is focused on that second question: turning prototypes and slide decks into reliable systems that reduce manual effort, improve decision quality, and drive measurable ROI.

I bridge the gap between business strategy and engineering execution.