Extended Thinking: A Cost-Benefit Analysis

By C.W. Jameson · Published 20 September 2025 · Last reviewed 20 September 2025

Competition math, architecture design, legal contract review: yes. Customer support, classification, summarisation: almost never.

When to pay for reasoning tokens and when to save them. A task-by-task breakdown of where extended thinking pays off.