OpenAI

Reasoning Token Budget Explosion in o1 Models

cost_management

OpenAI o1 models consume reasoning tokens internally before generating output. Unmonitored reasoning token usage can cause unexpected cost increases not visible in output token counts alone, with reasoning tokens often exceeding output tokens by 5-10x.

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