| Cards | The job is one independent image, video, audio, speech, or describe task | The work has many scenes, scripts, or export stages | Card results, downloads, reusable references |
| Series | One image prompt should become a planned set of 3, 4, 6, or 8 related images | Each image needs unrelated prompts or separate review rules | Slot briefs, editable prompts, reviewed image set |
| Workshop | The job has project structure: script, scenes, consistency references, media stages, voiceover, music, or export | The task is only one prompt and one output | Project state, scene media, voice/music assets, export package where configured |
| Agent | The request spans several explicit Redbit actions and can be checked in the workspace | The task is credential entry, billing, visual judgement, ambiguous deletion, or unreviewed external effect | Created or updated Cards, assets, Workshop changes, tool results |
| Seedance | The video task needs text-to-video, image-to-video, first/last-frame, or multi-reference roles | The selected provider route does not support the Seedance variant or required input roles | Video card result with mode-specific references |
| Model Registry and Settings | The question is model visibility, provider route, relay capability, variant, ratio, duration, or Agent runtime profile | The user only needs to compare generated media visually | Confirmed provider setup, model selection, capability test result |
