Dzone iconDzoneSep 25, 2026 ~1 min source read

Prompt Caching Doesn't Save Money on Turn One

I went looking for a clean way to show what prompt caching actually saves an agent, and the first thing I found was a fact that's easy to miss if you only read the "up to 90% savings" headline.

Prompt Caching Doesn't Save Money on Turn One

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I went looking for a clean way to show what prompt caching actually saves an agent, and the first thing I found was a fact that's easy to miss if you only read the "up to 90% savings" headline.

Caching a fresh conversation's first turn costs more than not caching it.

The savings arrive starting on turn two, once there's something to read.

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The useful part

I went looking for a clean way to show what prompt caching actually saves an agent, and the first thing I found was a fact that's easy to miss if you only read the "up to 90% savings" headline. Caching a fresh conversation's first turn costs more than not caching it. The savings arrive starting on turn two, once there's something to read.

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Caching a fresh conversation's first turn costs more than not caching it. The savings arrive starting on turn two, once there's something to read.

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