A practical audit workflow for checking whether AI API usage records carry the environment tags needed for cost allocation, unit-cost review, and budget owner follow-up.
A practical guide for engineering and finance teams that need to collect, label, and present allocation evidence for CometAPI API spend inside a FinOps cost-governance workflow.
A practical allocation framework for assigning AI API spend to owners, products, environments, and workloads without inventing unsupported API contract details.