Knowledge-based systems are a branch of artificial intelligence that emulate the decision-making ability of a human expert by leveraging a knowledge base of facts and rules. They are designed to solve complex problems by reasoning through bodies of knowledge, represented mostly in if-then rules rather than through conventional procedural code.