ZenLLM

Where does AI spend optimization usually start?

The fastest AI spend optimization wins usually come from route right-sizing, retry cleanup, prompt/context reduction, provider mix review, and chargeback ownership.

Optimization priorities

Start with a benchmark, then prove the biggest leak with live request data.

Rank workflows by likely monthly waste.
Separate useful volume growth from avoidable waste.
Tie each recommendation to dollars and implementation effort.

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Upload a usage export for a no-signup estimate of prompt bloat, retry churn, context accumulation, and model routing waste.

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