What is the difference between chain-of-thought and reasoning models?

Chain-of-thought is a prompting technique applied to general models. Reasoning models like OpenAI o1, o3, and Claude with extended thinking are trained specifically to perform internal reasoning before responding, often using reinforcement learning on math and code. Reasoning models produce far better results on complex problems but cost more and respond more slowly.