What is AI Usage Monitoring?

AI usage monitoring is the continuous observation of how AI tools and models are used across an organization: which tools, by whom, with what data, at what cost, and with what outcomes. It is the visibility layer on which every other AI control depends.

You cannot govern what you cannot see. Monitoring answers the inventory question (what AI is in use), the behavior question (how it is used), and the trend question (where usage and spend are heading).

Effective monitoring is passive for employees — no workflow change — and active for the organization: dashboards by team and tool, anomaly flags, and alerts when policy-relevant events occur.

Tokto monitors and governs AI traffic as it flows, turning usage from an unknown into an operating metric.