Reasoning engines are AI software systems designed to simulate human logic by applying predefined rules to analyze data, draw logical conclusions, and solve problems. They utilize formal logic frameworks to reason through complex scenarios, enabling applications like expert systems, decision-support tools, and automated reasoning tasks. These engines enhance AI's ability to make consistent, justifiable decisions based on structured knowledge.