Dashboards that stop at "usage"
Provider dashboards show usage, but they rarely explain product ownership, engineering ownership, customer cost, or margin impact. Finance needs model spend in the same language as cloud and product economics.
Cloptima turns raw LLM usage into finance-ready analytics across provider, model, engineering, and business dimensions.
Provider dashboards show usage, but they rarely explain product ownership, engineering ownership, customer cost, or margin impact. Finance needs model spend in the same language as cloud and product economics.
Gateway, SDK, OpenTelemetry, and import paths normalize usage into one model spend view. Cloptima then layers allocation, pricing, credits, and ownership context on top.
Break down spend by provider and model, compare development and production usage, find high-cost apps, and identify unowned usage that needs attribution cleanup.
The analytics model is built to combine direct gateway usage, telemetry ingest, and cloud ownership dimensions without forcing every app through a single migration path.
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.