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Is OpenAI prompt caching worth reorganizing a frequently used prompt?

Shamma Al Marzooqi 5 15 Oct 2026

I have an API request that includes the same long instructions and reference material for most users, followed by a small amount of user-specific input. Has prompt caching made a noticeable difference for this kind of workload?

I’m wondering whether it’s worth restructuring the request to keep a shared prompt prefix, or whether the savings and latency improvements are usually too small to justify the extra care. If you’ve tried this in production, what did you measure?


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