Reserve
Credits are frozen when the user knowingly starts a paid operation.
Billing logic
Current design target
Make cost visible before generationNo hidden spend, no charge on provider failure.Credits are frozen when the user knowingly starts a paid operation.
Credits are consumed only after the generation succeeds.
If the model or platform fails, reserved credits return to the user.