Observability, infrastructure, FinOps, runtime and lifecycle management for the teams that keep agent workloads running in production.
Every new agent adds runs to monitor, costs to attribute, versions to track and configurations to keep up to date. Without a common operating layer, that work multiplies in every team that adopts agents. Each new agent looks cheap because the visible cost is building it. The real cost is what it demands every month once it's live. With three agents, one person can keep it all in their head. With thirty, they can't.
Understand agents, runs and decisions as first-class entities.
Run concurrent workloads without governance becoming a bottleneck.
Track consumption and cost at the level the business operates.
Manage versions, environments and decommissioning across the fleet.