What visual goals is this prompt best for?

Portrait studies, beauty concepts, and tightly framed editorial references. Reference-image workflows where identity, product shape, or silhouette should survive the restyle. Cinematic, mood-first outputs where light direction carries a lot of the final image quality.

What common mistakes should be avoided when using this prompt?

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.

What are the recommended aspect ratio and settings?

Recommended aspect ratio is 3:4 using Nano Banana Pro. Negative prompt filters include: ugly, deformed, low quality, blurry, text, watermark, worst quality, low res.

Prompt Showcase/Glossy Fashion Portrait

Verified Prompt Recipe

Ratio 3:4Image-to-Image

Creator Reference:@LearnWithAbbay

Original Post

Glossy Fashion Portrait

Copy this Nano Banana Pro reference-guided prompt to create fashion portraits with editorial styling and photorealistic detail. Best in 3:4 framing.

Master PromptClick to select all

{ "photo": { "type": "editorial_fashion_photo", "quality": "8k glossy photorealistic", "lens": "50mm lens", "composition": "medium portrait, slight tilt, no text, no watermark", "face": { "preserve_original": true, "reference_match": true, "description": "Maintain face identical to reference with full fidelity." }, "model_pose": { "position": "sitting on floor", "legs": "knees bent casually", "hands": "hands resting on thighs", "expression": "soft relaxed" }, "wardrobe": { "top": { "type": "beige cashmere sweater" }, "pants": { "type": "cream wide-leg trousers" } }, "textures": { "emphasis": [ "cashmere fabric softness", "smooth trousers", "light falloff", "soft shadows", "natural wrinkles" ] }, "environment": { "backdrop": "off-white matte backdrop", "lighting": { "style": "soft editorial lighting", "key_light": "front softened key", "fill_light": "low balanced fill", "shadows": "soft hazy shadows" } }, "color_grade": { "type": "clean cinematic", "balance": "neutral bright tones" } } }

Optimal Generation Parameters

Aspect Ratio

3:4

ModelNano Banana Pro

Aesthetic KeynotesEditorial, Photorealistic, Cinematic, Minimalist

#fashion #portrait #realistic #cinematic #bright #peaceful #minimalist #clean

Test & Generate with GPT Image 2

Prompt tokens and APIMart GPT Image 2 are pre-loaded. Customize or click generate.

{
  "photo": {
    "type": "editorial_fashion_photo",
    "quality": "8k glossy photorealistic",
    "lens": "50mm lens",
    "composition": "medium portrait, slight tilt, no text, no watermark",
    "face": {
      "preserve_original": true,
      "reference_match": true,
      "description": "Maintain face identical to reference with full fidelity."
    },
    "model_pose": {
      "position": "sitting on floor",
      "legs": "knees bent casually",
      "hands": "hands resting on thighs",
      "expression": "soft relaxed"
    },
    "wardrobe": {
      "top": {
        "type": "beige cashmere sweater"
      },
      "pants": {
        "type": "cream wide-leg trousers"
      }
    },
    "textures": {
      "emphasis": [
        "cashmere fabric softness",
        "smooth trousers",
        "light falloff",
        "soft shadows",
        "natural wrinkles"
      ]
    },
    "environment": {
      "backdrop": "off-white matte backdrop",
      "lighting": {
        "style": "soft editorial lighting",
        "key_light": "front softened key",
        "fill_light": "low balanced fill",
        "shadows": "soft hazy shadows"
      }
    },
    "color_grade": {
      "type": "clean cinematic",
      "balance": "neutral bright tones"
    }
  }
}

Glossy Fashion Portrait

Nano Banana 2

Creative Blueprint & Recipe Breakdown

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:

1Change the subject block first: Maintain face identical to reference with full fidelity.

2Adjust the mood through light and backdrop cues: Maintain face identical to reference with full fidelity.

3Keep the finish constraints aligned while you test variants: Maintain face identical to reference with full fidelity.

3 Style Recipes

Swap the subject, keep the frameRecipe #1

Replace maintain face identical to reference with full fidelity. with your own subject while leaving the camera and composition cues intact.

Retune the mood, not the structureRecipe #2

Keep the subject block, then rewrite maintain face identical to reference with full fidelity. to move the image into a new lighting setup.

Push the restyle with a cleaner referenceRecipe #3

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

Ideal Use Cases (Where it Shines)

•Portrait studies, beauty concepts, and tightly framed editorial references.
•Reference-image workflows where identity, product shape, or silhouette should survive the restyle.
•Cinematic, mood-first outputs where light direction carries a lot of the final image quality.
✓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: Maintain face identical to reference with full fidelity.

Pitfalls to Avoid (Common Mistakes)

!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.
✕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

Copy this Nano Banana Pro reference-guided prompt to create fashion portraits with editorial styling and photorealistic detail. Best in 3:4 framing. Built...

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 maintain face identical to reference with full fidelity.

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