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.
The spend nobody signed off on
Shadow AI is not just a security concern. It creates unowned spend, inconsistent provider contracts, weak tagging, and limited ability to forecast model costs.
Cross-reference usage, telemetry, and billing
Cloptima combines gateway usage, telemetry, billing imports, and ownership data to surface spend that lacks team, app, environment, or approved gateway attribution.
Start with the inventory, not the policy
Review untagged usage, compare provider billing against known apps, identify teams that need virtual keys, and prioritize high-spend workloads for onboarding.
Built for mixed adoption
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.
Compare Cloptima AI Gateway
See how Cloptima combines hot-path gateway controls with enterprise FinOps and cost reconciliation.
Cloptima vs LiteLLM
OpenAI-compatible gateway routing vs. full FinOps control plane, attribution, and hot-path team budget limits.
Cloptima vs Portkey
Routing and guardrails vs. pre-flight budget enforcement, finance ledger, and p95 7–15ms end-to-end latency.
Cloptima vs Cloudflare AI Gateway
Edge proxying vs. enterprise attribution, team quota enforcement, and provider bill matching.
Cloptima vs Helicone
LLM observability logs vs. active request-path budget controls, response caching, and unit economics.
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.