Match AI Usage Back to Provider Bills
Cloptima helps finance and platform teams connect model usage, credits, contract pricing, provider-reported cost, and ownership context.
Govern access before spend happens
Gateway logs and provider bills rarely match perfectly without normalization. Teams need a practical workflow to explain deltas, account for credits, and map provider charges back to teams and products.
One policy layer across model usage
Cloptima keeps reconciliation-ready usage records with pricing source, provider, model, token counts, request metadata, ownership context, and provider-reported billing fields where available.
Start with one app, then expand
Export usage by provider and model, identify unattributed spend, review pricing assumptions, and prepare finance workflows for provider bill matching.
Built for private production AI
The ledger is designed for resilient usage finalization and later provider bill matching, so finance can compare control-plane records with delayed provider reporting instead of trusting one source blindly.
Launch path
Enable usage capture, review pricing sources, add provider billing exports as they become available, and use discrepancy workflows to investigate deltas.
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.