Generative AI (GenAI) technologies are revolutionizing customer engagement and search capabilities in ecommerce by enabling personalized, meaningful interactions and optimizing backend systems. By leveraging machine learning and large language models, businesses can enhance user experience through dynamic content generation, improved search accuracy, and real-time data integration. The effective implementation of GenAI requires careful evaluation of AI outputs to ensure quality and mitigate biases.