Cost control for fast-moving AI teams
AI features move quickly, but provider usage can spread across teams before budgets, ownership, and reliability controls catch up.
Cloptima helps engineering leaders govern provider access, explain AI spend, and connect model usage to product and cloud economics.
AI features move quickly, but provider usage can spread across teams before budgets, ownership, and reliability controls catch up.
Use governed virtual keys, model policies, app-level attribution, team budgets, and unit economics to keep AI adoption accountable.
Start with the most expensive AI apps, require team and app metadata, set development limits, and review model spend in the same operating rhythm as cloud cost.
Point your SDK at the gateway, bind a policy, and watch the first call land on the ledger.