Monetize· Usage attribution

Know exactly which end user is driving your AI bill.

Every token, every tool call, every retry — tagged to a user, audience, and tool. Margin and cost roll up live in the dashboard.

Per-user breakdown

Top users by cost, revenue, and margin.

Per-tool breakdown

See which MCP tools drive the most spend and the most retention.

Cost caps

Soft warn + hard pause caps per user and per workspace.

How attribution is captured

The assistant tags every model call with the end-user identity passed at widget init.
Tool calls inherit the same identity through the MCP gateway.
Provider invoices reconcile against captured usage for variance tracking.

Privacy-preserving by default

Attribution identifiers are opaque IDs you provide — no PII flows into Command+K unless you put it there.

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