This guide explains how the homepage workbench converts an image into a prompt, how to read the structured output, and how to refine results for different generators.
The backend is instructed to recover creative direction instead of writing a plain description. That is why the structured output includes subject anchor, scene envelope, style signals, shot logic, emotion, and remix handles.
The homepage mode switcher lets you reinterpret the same underlying analysis for a general prompt, Midjourney, Flux, Stable Diffusion, or raw JSON.
Use the structured view to understand which parts control the result. Small edits to style signals, shot logic, or remix handles are usually faster than writing a new prompt from scratch.
The model-specific pages exist for SEO and education. They reinforce how the homepage workbench should be used for specific generator families.
Because the homepage is the strongest SEO page. Putting the workbench there keeps engagement and conversion signals concentrated.
Different users want different levels of control. Some want a ready-to-copy prompt, while others need editable building blocks or machine-readable data.