Summary
An in-app conversational assistant guided customers through large wine assortments using personalized preferences and budget inputs. It grounded recommendations in structured product data to deliver tailored suggestions with pairing insights. The solution reduced choice overload, improved conversion, and strengthened digital engagement across online and in-store retail channels.