Users are responsible for the prompts, uploads, and creative output they submit through the system.

The product pattern can mirror public UX structure, but branding, copy, and licensed media should remain original or properly licensed.

Credit purchases should only become spendable after a verified webhook confirmation.

The system should keep immutable ledger entries for purchases, deductions, refunds, and manual adjustments.