Expert systems are computer applications that emulate human decision-making in specific domains using artificial intelligence. Key components include a knowledge base for high-quality, domain-specific knowledge and an inference engine for applying this knowledge to arrive at solutions. They have diverse applications in fields such as information management, medical recommendations, virus detection, stock trading, banking, airline scheduling, and help desk management, but also face limitations like high development costs and maintenance challenges.