Inference engines are core components of AI systems that utilize logical rules to analyze and process stored knowledge. They systematically evaluate data within the knowledge base, applying inference rules to deduce new facts or insights. This process enables AI systems to solve problems, make decisions, and simulate reasoning, mimicking human logical thinking and enhancing the system's intelligence and problem-solving capabilities.