Prolog is a logic programming language focused on artificial intelligence and computational linguistics, utilizing facts and rules to express logic through relations. It has various applications, including expert systems, machine learning, and natural language understanding, alongside practical programming tasks such as calculating factorials and manipulating lists. Prolog's functionality includes creating knowledge bases to answer specific queries about entities and their relationships.