Usage governance

Give every team a clear AI budget

Kimss Credits are a normalized usage unit across models. Workspace pools, group budgets, thresholds, and ledgers make model consumption visible without asking every operator to reason in raw tokens.

From requests to accountable usage

Attribute

Associate requests with a tenant, workspace, agent, and billing key.

Allocate

Set monthly workspace pools and optional group-level credit budgets.

Respond

Use soft alerts and explicit exhaustion policies before consumption becomes an incident.

A governance model teams can operate

Credit pools answer “how much is available?” Usage aggregates answer “what was consumed?” The append-only billing ledger records allocations, usage, top-ups, overage, and adjustments for reconciliation. Group budgets add a soft allocation layer inside a workspace without changing the tenant-wide enforcement boundary.

Kimss Credits normalize usage for product governance; they do not replace the underlying Azure invoice or claim that every model has identical economics.