See usage before optimizing it
Organize usage by team, application or scenario. Confirm the dimensions and accuracy that the deployed systems actually support.
Cost is not the same as value
Calls, tokens and spending measure inputs. Assess value using task quality, review effort, processing time and business feedback rather than automatically treating usage as ROI.
Create a feedback loop
Review budgets, anomalies and low-value calls regularly. Adjust model selection and workflows using measured evidence, not unverified savings claims.