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OpenAI Raises Default Prompt-Cache Hit Rates for GPT-6 Agents

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OpenAIDevs
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OpenAIDevs@OpenAIDevs

We’ve improved prompt caching in the API for GPT-6, helping agents run faster and cost less. Higher cache-hit rates by default mean more input tokens benefit from cached-input discounts of up to 90%.

Terms in this piece · Glossary
  • prompt cachingReusing the model's processed form of a repeated prompt prefix so subsequent calls skip re-reading it, cutting cost and latency substantially.
  • AI agentAn AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
  • tokenThe chunk of text a model reads and writes in — roughly three-quarters of a word — and the unit AI usage is billed in.
Why it matters

Higher default cache-hit rates plus a new diagnostics dashboard let builders cut GPT-6 input- costs by up to 90% without re-architecting prompts.

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