Miragen’s current MVP keeps two refund concepts separate: platform-managed commercial stages and Studio credit refunds on failed AI jobs.
When the legacy engine fails or a route is unavailable, the Studio orchestrator automatically refunds the consumed credits to the authenticated account.
Campaign disputes and payment adjustments are currently handled manually by ops, with actions logged inside the admin and campaign surfaces.