Case-Based Reasoning (CBR) is an AI problem-solving method that leverages previous experiences to solve new issues. It retrieves and adapts solutions from similar past cases, enabling efficient decision-making. CBR is widely used in domains like medical diagnosis, customer support, and troubleshooting, mimicking human reasoning by learning from historical cases to handle unfamiliar situations effectively.