Knowledge representation in AI involves organizing information for machine understanding, and Prolog is a prominent logic programming language for this purpose. Prolog utilizes facts, rules, and queries to represent knowledge and perform logical reasoning, making it suitable for various AI applications including expert systems and natural language understanding. Although it is effective, challenges such as scalability, uncertainty, and ambiguity persist in knowledge representation using Prolog.