A knowledge graph is a structured representation of information that connects entities and their relationships in a network format. In AI, knowledge graphs enable systems to understand and process information contextually, enhancing natural language processing and semantic search capabilities. They are instrumental in applications such as recommendation systems, chatbots, and search engines.