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.
Cloptima helps teams identify unowned usage and build a migration path from scattered provider calls to governed AI FinOps.
Shadow AI is not just a security concern. It creates unowned spend, inconsistent provider contracts, weak tagging, and limited ability to forecast model costs.
Cloptima combines gateway usage, telemetry, billing imports, and ownership data to surface spend that lacks team, app, environment, or approved gateway attribution.
Review untagged usage and the known apps sending telemetry, identify teams that need virtual keys, and prioritize high-spend workloads for onboarding.
The product is built to work with mixed adoption: governed gateway traffic, direct provider telemetry, and cloud cost context can coexist while teams close attribution gaps over time.
OpenAI-compatible gateway routing vs. full FinOps control plane, attribution, and hot-path team budget limits.
Routing and guardrails vs. pre-flight budget enforcement, finance ledger, and p95 up to 13ms end-to-end latency.
Edge proxying vs. enterprise attribution, team quota enforcement, and cost reporting.
LLM observability logs vs. active request-path budget controls, response caching, and unit economics.
Point your SDK at the gateway, bind a policy, and watch the first call land on the ledger.