What exactly counts against the included AI?

The billed dollar cost of metered requests counts against your allowance, pooled account-wide and drained before your prepaid balance.

The billed cost of metered requests — the same number the dashboard meter and your usage ledger show, measured in real dollars, not opaque credits. It pools across your whole account and drains before your prepaid balance.