Free founder-led audit

Find where one AI workflow is paying for more model than it needs.

Tell me about one recurring production workflow. I’ll map which request patterns may fit a lower-cost model and which should stay on the stronger model, before any routing changes.

What you’ll get

  • A likely split between routine and higher-risk request patterns
  • Where lower-cost models may fit from your available model set
  • Where the stronger requested model should remain
Your production setup stays untouched.Do not send API keys, customer data, or sensitive raw prompts. A plain-language workflow description is enough to begin.
Review the controlled benchmark
One workflow

Request your audit

No account required. No production routing changes.