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.
Versions with a passport, deployment blocked when policy does not allow it, canary releases and automatic rollback if the score drops.
Operator pause across the whole cluster, a breakpoint on a live run and a resume from the exact point.
Runs, cost and latency for the whole fleet in one place, with each agent's health and pending approvals next to the metrics.