can treat each internal agent like a small product: one owner, one budget, and one event ID that bundles retries and tool calls into the true cost per successful outcome.

If you only track provider spend, nobody knows what one useful outcome actually costs. Behavior changes should go through the same path as product changes (review/audit trail/rollback)