Trust is the cornerstone of successful healthcare AI adoption. This panel explores how leaders can build confidence among clinicians, patients, and regulators through transparency, governance, safety, and accountability. Panelists discuss ethical considerations, bias mitigation, validation, and communication strategies that ensure AI is used responsibly while supporting better decisions, outcomes, and long-term organizational credibility.