Ayesha Ansari is a Director at Harri, where she leads the Reporting, Analytics & AI product arm. She focuses on using data and AI to build client experiences that provide critical operational insights for the hospitality sector. Prior to Harri, Ayesha was a Director at Sage, managing their Data, AI & Digital products to deliver meaningful insights for small and medium businesses. She also spent over a decade at J.P. Morgan in various strategic roles, with her last position leading the SWIFT Global Payments Innovation Product & Program. With deep expertise in product management, strategy, and large-scale transformation, Ayesha is a passionate advocate for great culture, support, and diversity within her teams.