Reasoning systems are computational frameworks designed to simulate human reasoning by processing information and deriving conclusions from given data or knowledge bases. They are essential in artificial intelligence for tasks like decision-making, problem-solving, and natural language understanding, leveraging methods such as rule-based reasoning, probabilistic reasoning, and logical inference.