Translate parameters into plain language
GPT Image 2 prompts should explain the desired result directly instead of relying on model-specific shorthand.
- Turn aspect ratio flags into an explicit output ratio.
- Turn stylize references into mood, material, lens, and composition instructions.
- Remove prompt weights unless they are rewritten as priority instructions.
Preserve useful visual direction
The strongest Midjourney prompts usually contain good subject and style cues. Keep those, then make the output goal clearer.
- Keep subject, scene, palette, and atmosphere.
- Add usage context such as ecommerce, poster, avatar, or social post.
- Use Image2Studio tools to rewrite and test variants.