Abstract: Artificial intelligence has been used to deliver superior e-commerce experiences for more than a decade. Generative AI has the potential to significantly level up customer experiences, specifically for search, recommendations, and personalizing user experiences, but the market is very much in the early exploratory stage. How can generative AI transform search, recommendations, and personalization? There are roadblocks, but with the right partner, e-commerce retailers can transform their customer engagement.