Prolog is a declarative logic programming language where programs consist of facts and rules. Facts are terms that are always true, while rules define relationships between terms using implication. A knowledge base can be queried by asking questions, and Prolog will attempt to prove queries using the facts and rules. Prolog is commonly used for artificial intelligence applications such as natural language processing, knowledge representation, and automated reasoning.