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.