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.
Check your own usage export
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