Find AI Spend That Bypasses Governance
Cloptima helps teams identify unowned usage and build a migration path from scattered provider calls to governed AI FinOps.
Govern access before spend happens
Shadow AI is not just a security concern. It creates unowned spend, inconsistent provider contracts, weak tagging, and limited ability to forecast model costs.
One policy layer across model usage
Cloptima combines gateway usage, telemetry, billing imports, and ownership data to surface spend that lacks team, app, environment, or approved gateway attribution.
Start with one app, then expand
Review untagged usage, compare provider billing against known apps, identify teams that need virtual keys, and prioritize high-spend workloads for onboarding.
Built for private production AI
The product is built to work with mixed adoption: governed gateway traffic, direct provider telemetry, and provider billing signals can coexist while teams close attribution gaps over time.
Launch path
Start with provider and app inventory, enable telemetry where gateway migration is not immediate, and map detected usage back to owners through team and org context.
FAQ
Operationalize LLM FinOps Across Your Apps
Start with telemetry, gateway governance, or provider bill matching workflows. Keep model spend connected to engineering ownership and finance reporting.