Author workflow
Upload a portrait and structure the prompt recipe.
The production flow accepts an image, raw prompt, provider settings, seed, aspect ratio, license, and negative prompt, then queues AI visual extraction for author review.
Review-first publishing
AI suggestions stay editable. Original prompt text is preserved separately from reconstructed metadata.