Most organizations measure AI ROI through efficiency—hours saved or tasks automated—but these rarely reflect real business impact. This session reframes ROI around velocity, decision flow, reliability, and impact. We’ll discuss why demos impress but don’t scale, how generative and agentic AI fit long-term progress, and why deployment requires balancing innovation risk and reward.








