In this session, we discuss the potential uses and benefits of LLMs for researchers and practitioners who aim to understand consumer preferences. We focus on Generative AI and understand how to use it to generate hundreds of survey responses to our questions and evaluate whether these responses are useful and meaningful. Then, we dive into whether and how to apply this approach.