Visibility
Cost attribution
Chargeback by team, agent and project — captured at the request, not reconstructed from three provider invoices six weeks later.
Agent traces
What an agent called, in what order, and where the latency went — across a whole chain, not one hop.
Audit evidence
Immutable audit logs, attributable by jurisdiction, with retention you can defend to a regulator months after the quarter closed.