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How are hidden reasoning tokens counted in DeepSeek API usage?

Mikko Lehtonen 134 16 Oct 2026

For DeepSeek API calls that use a reasoning model, how should I interpret token usage when the internal reasoning isn’t included in the text I receive? I’m trying to estimate the cost of a batch of requests, and the visible answer length seems like a poor guide to the total.

Does the usage information expose reasoning tokens separately from the final response, including when streaming? If you’ve compared the reported counts with actual billing, I’d appreciate hearing what fields you rely on.


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