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LLM FinOps for Vercel AI SDK Apps
7 min readUpdated June 2026
Start With App-Level Attribution
For Vercel AI SDK apps, the highest-value first step is tagging provider, model, route, user, workspace, environment, and feature context on each AI call.
Add Gateway Controls
Route production traffic through a governed endpoint when you need budgets, model allowlists, and provider access control.
Measure Product Cost
Use Cloptima to compare model cost by route, customer workspace, agent run, and product workflow so AI features can be reviewed against margin.
Operationalize
Create separate keys and policies for preview, staging, and production deployments. Review unattributed usage as part of release readiness.