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Admin dashboard

Users, usage, and cost across the pilot cohort.

Users

Email	Created	Confirmed	Last sign-in	Sessions completed	Status
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Total users

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Sessions completed

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Total tokens (in + out)

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Estimated total cost

Sessions per scenario

Usage by route

Route	Input tokens	Output tokens	Estimated cost
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Per-user usage & cost

Email	Input tokens	Output tokens	Estimated cost ▼
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Admin action audit log

Time	Admin	Action	Target	Details
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