Cost · Usage insights

Usage insights: see AI land

One overview of AI usage across your organisation: adoption, usage over time, the model mix and guardrail interventions. Click through to any user, group, agent or application for the detailed view — over the period you choose.

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Who it’s for

CIO & finance

Wants to know whether the AI investment lands: is adoption growing, where does usage sit and which models do the work.

Department heads

Want to see how their teams pick up AI — per group from your own IdP, without asking for an export.

Platform admins

Want to see instantly which user, agent key or application sits behind a usage spike.

The problem

AI usage without insight is steering blind.

After the rollout, the questions start: is anyone actually using it? Which departments lead, which drop off? And where did that usage suddenly come from? Your provider’s invoice tells you after the fact, at the total level — precisely too late and precisely too coarse.

Numaga measures on the control plane, where every AI call passes through. So you see adoption and usage in real time, broken down per user, group, agent and application — in the same dashboard where you manage your policy.

How it works

From organisation view to one-click detail.

Adoption, distribution, drill-down, safety — over 7, 30 or 90 days.

Adoption at a glance

Active users per day and the adoption rate across your organisation: you see whether AI lands, not just whether it’s switched on.

Usage and model mix

Token usage over time and the distribution across models — see where the work happens and where the most expensive model runs unnecessarily.

Drill-down per angle

Users, groups from your IdP, agents and applications: every row clicks through to a detailed view with its own trend, model mix and recent requests.

Safety in the same picture

Guardrail interventions count in the same overview, with a click-through to the governance console for the full risk picture.

Numaga dashboard: usage overview with token consumption, active users, adoption rate, guardrail interventions and usage over time (product UI shown in Dutch) — The usage overview: adoption, usage and guardrail interventions over the chosen period.

Numaga dashboard: token usage per group with members, active members and share of the total (product UI shown in Dutch) — Usage per group from your IdP — every row clicks through to the detailed view.

See how AI lands in your organisation.

We’ll show the usage overview live, from your own angles: users, groups, agents and applications.

Get demo access