This session explores how confidence shapes whether people engage, decide or opt out of spending; especially in moments that feel high?risk or uncertain. As AI transforms search and advice into more conversational, personalised experiences, it is increasingly influencing these hesitation points by building trust and clarity. This session examines how AI?led design and behavioural insight can reduce friction at key decision moments and unlock new growth for retailers and brands.