Every agent run, priced and explained.

A product team had a multi-agent system running in production and no way to answer why any single run cost what it did. We built the trace layer first: structured traces, token accounting, cost attribution per request path. Then used it to find waste: routine work routed to cheaper models, retry storms contained, caching added where hit rates justified it.