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How do I verify OpenAI prompt caching is lowering API costs?

Dmitry Belov 160 16 Oct 2026

I’m trying to work out whether prompt caching is making a meaningful difference to my API spend, rather than just assuming it is because my requests share a long system prompt.

When comparing usage across calls, which cached token usage fields or billing details should I look at? I’m also curious how much the prefix needs to match for caching to help in a real application.


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