#credit settlement

Credit Settlement for AI Async Tasks: Deduct First or Complete First?

Analyze correct timing for AI async task credit settlement. Compare deduct-on-submit vs. Webhook callback approaches with a pre-freeze + callback confirmation implementation for fair SaaS billing.