
Copy this Nano Banana Pro reference-guided prompt to create fashion...
Copy this Nano Banana Pro reference-guided prompt to create fashion portraits in studio setups with editorial styling and photorealistic detail. Best in...
Test & Generate with GPT Image 2
Prompt tokens and APIMart GPT Image 2 are pre-loaded. Customize or click generate.
GPT Image 2 Generator
Copy this Nano Banana Pro reference-guided prompt to create fashion...How to Master & Adapt This Visual
Professional prompts rely on modular tokens. Use this recipe breakdown to swap subjects, control studio lighting, and eliminate common AI artifacts.
Prompt Variables Blueprint (What to Customize First)
Iterate on one variable group at a time to maintain stylistic consistency:
3 Style Recipes
Replace photorealistic editorial portrait of a smiling woman using the exact same face from the... with your own subject while leaving the camera and composition cues intact.
Keep the subject block, then rewrite clean blue studio background with soft gradient. to move the image into a new lighting setup.
Start from a sharper or more contrasty source image, then edit finish descriptors only after subject preservation is stable.
Production Quality Guide: Best Use vs. Pitfalls
- •Portrait studies, beauty concepts, and tightly framed editorial references.
- •Reference-image workflows where identity, product shape, or silhouette should survive the restyle.
- •Clean studio results where spacing, surfaces, and product separation need to read immediately.
- ✓Start with a sharp reference image. This prompt is written to preserve source identity, silhouette, or product structure before stylization.
- ✓Use 3:4 on the first run, then test alternate crops after the base composition is working.
- ✓Lock the environment before fine styling changes: Clean blue studio background with soft gradient.
- !Ignoring the recommended 3:4 crop on the first run. The prompt's composition cues were written for that frame.
- !Using a muddy reference image and expecting the prompt to repair identity, silhouette, or packaging structure on its own.
- !Dropping the lighting or backdrop cues too early. Those clauses usually carry most of the mood and depth.
- ✕Skip if: You need a wide environment shot or multiple subjects competing for attention in the same frame.
- ✕Skip if: You need to begin with a radically different crop than 3:4 instead of honoring the existing composition hints.
- ✕Skip if: Your reference image is low-resolution, badly lit, or cluttered enough to break subject preservation.
Technical Analysis & How This Prompt Works
Technical Analysis & How This Prompt Works
Copy this Nano Banana Pro reference-guided prompt to create fashion portraits in studio setups with editorial styling and photorealistic detail. Best in......
Use a clean reference image with obvious subject edges and readable facial or product details before you start changing the styling. Keep the generator on 3:4 for the closest match. The mood is anchored by clean blue studio background with soft gradient.
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