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ChatGPT-5 API Pricing: Cost Models, Budgets, and Optimization

June 29, 20257 min readFromYou AI Team

How Pricing Typically Works

Pricing is usually per 1K input/output tokens with model-specific rates and throughput caps. You control spend with token budgets, model choice, and prompt design. Below are practical strategies to keep quality high while costs stay predictable.

Budgeting Strategies

  • • Cap tokens per route and implement auto-summarization for long histories.
  • • Choose the lowest capable model; escalate only when needed.
  • • Cache frequently requested results and reuse embeddings.
  • • Batch requests for bulk generation tasks.

Prompt and Context Optimization

  • • Keep system prompts concise and task-specific.
  • • Truncate or vector-retrieve only the relevant context.
  • • Prefer structured outputs to reduce re-tries.

Plan Your Integration

Explore the integration guide, review the API docs overview, and compare GPT-5 vs GPT-4.

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