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01
Observability Is Not The Whole Finance Workflow
LLM observability helps teams debug usage. AI FinOps needs ownership, budgets, allocation, an attributed ledger, and unit economics.
02
Preserve Useful Logs
Keep request and prompt observability where it helps developers, then send cost and ownership dimensions into Cloptima for finance-facing reporting.
03
Forward Helicone usage to Cloptima
Keep Helicone for request and prompt observability, and forward usage to Cloptima's Helicone ingest endpoint so finance gets ownership, budgets, and cost reporting alongside it.
bash
https://api.cloptima.ai/v1/ai/integrations/helicone/events
# Authorization: Bearer clop_vk_dPXO67p…04
Add budget controls
Use Cloptima policies for spend limits, environment controls, model access, and app-level governance where enforcement matters.
05
Connect to cloud cost
Cloptima connects LLM usage to cloud, Kubernetes, team, and product cost dimensions, so AI spend isn't isolated from the rest of COGS.