openai token cost calculator

GPT-4o mini vs Claude Sonnet Cost Calculator

When Claude Sonnet feels right for quality but GPT-4o mini fits the budget, model the crossover point with an OpenAI token cost calculator workflow and identical traffic assumptions.

  • Mini is usually the cheaper OpenAI option for high-throughput chat.
  • Sonnet may reduce retries on complex writing — include retry rate in finance models.
  • Hybrid routing often beats picking a single model for every request.
gpt-4o-miniclaude-sonnet

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FAQ

What retry rate should I assume?

Start with 5–10% for draft/revise loops and raise it if human editors often bounce outputs.

Does caching change the math?

Yes. Cached prompts lower effective input tokens — document cache hit rate next to the estimate.

Can OmniKit model caching?

Reduce measured input tokens to reflect cache hits, then re-run the estimate.

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Add more models, tune prompts, and export CSV for finance reviews.

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