Reasoning Models vs Chat Models: Which Does What

By C.W. Jameson · Published 5 March 2026 · Last reviewed 1 April 2026

Reasoning models are not better chat models. They are a different tool with different failure modes.

When to use o3, R1, and extended-thinking models vs standard chat models: benchmarks, costs, and practical use cases.