Credits and billing

• Image, video, speech, edit, upscale, and assembly jobs
• Product, marketing, brand, commerce, explainer, and thumbnail workflow outputs
• Character training

• Account, model, preset, voice, workflow, asset, character, and job reads
• Cost estimates
• OAuth connection and token refresh
• Creating a draft character or moodboard record

Agents should estimate first, state the total expected charge, and seek confirmation before a material spend or multi-output batch. Credits are reserved when each job is accepted; failed-provider refund behavior depends on the generation worker and ledger policy.