I built a small workflow/control system for AI-generated game screen references.

The main problem I am trying to solve: direct image prompts often make nice-looking screens that are hard to turn into real UI work.

The workflow forces:

- gameplay state before prompt;

- layout contract before image generation;

- visual style contract before image generation;

- IP similarity gate before public use;

- image review with redo/revise rules.

I published a 6-case proof pack comparing direct prompts vs controlled outputs:

hakurokudo.com/tools/direct-vs-skill-controlled-g…

Free sample ZIP:

hakurokudo.com/assets/downloads/game-screen-gener…

I would appreciate critique from game developers, UI designers, and AI workflow builders: does this kind of controlled screen-reference workflow map to real production pain, or is it still too process-heavy for small teams?