This solution guide introduces a novel approach using Large Language Models (LLMs), like ChatGPT, to overcome limitations in traditional recommendation methods. It focuses on an ecommerce recommender system, product feature summarization, and product review generation. Addressing biases, GPT's three recommendation types, and prompt design for summarization and evaluation are also highlighted.