AI API Cost Attribution in 2026: How to Track LLM Spend by Team and Request

Shared API keys break cost ownership at every hop unless you propagate a stable ownership contract with the request. The minimum useful contract is trace_id, owner_team, workflow_id, feature, and a non-PII user or tenant handle. Request metadata at the gateway is necessary, but it is not enough unle