Attribute usage
Review model and token usage by tenant, model, day, and tenant plus model.
Agent observability
Look for platforms that record model and token usage with tenant and agent context, then connect that evidence to policy and runtime operations. Hermes Hub supports usage attribution, run history, schedules, redacted metrics, and central policy controls; automatic budget enforcement and spend alerts should not be assumed without separate implementation evidence.
Start with evidence, then decide which controls are needed.
Review model and token usage by tenant, model, day, and tenant plus model.
Connect usage to run lifecycle, request events, and schedules.
Constrain expensive models, tools, or runtime behavior through central policy.
Do not turn observability into an unsupported promise of budgets, alerts, or savings.
Discuss usage evidence, tenant boundaries, policy controls, and the cost decisions your operations team needs to make.
Architecture conversation
Share your deployment boundary, number of agents, work surfaces, and governance requirements. We will reply by email to arrange a focused technical discussion.
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