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LLM Cost Estimator

Estimate LLM cost across models by comparing workflow tokens and refinement passes—not just headline token rates.

The problem

If two models finish the job with different numbers of calls, the cheaper one isn’t always the one with the lower per-token rate.

Framework

  • Count billed tokens per call
  • Count calls per user action
  • Compare total billed tokens across models

Why routing matters

Routing lets you use cheaper models for simpler steps and premium models only for final quality.

Example

Model A: 1 call. Model B: 2 calls. Even if B has a better headline rate, A can still win overall.

Next step

Optimize your workflow before choosing a model.