In her keynote, Polly examines the high-stakes journey from raw data to the executive confidence required to act on AI insights. Drawing on her history of scaling massive AI systems at Amazon, she breaks down the "Trust Continuum," showing how rigorous data governance and transparent design transform technical outputs into reliable outcomes. Polly will share necessary steps to build the internal certainty needed to move AI initiatives from experimental pilots to impactful, real-world decisions.