What visual goals is this prompt best for?

Fashion campaigns, lookbook frames, and magazine-style concept work. 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 9:16 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.

What are the recommended aspect ratio and settings?

Recommended aspect ratio is 9:16 using Nano Banana Pro. Negative prompt filters include: ugly, deformed, low quality, blurry, text, watermark, worst quality, low res.

Prompt Showcase/Ultra-Real Lilac Scale Fashion

Verified Prompt Recipe

Ratio 9:16Image-to-Image

Creator Reference:@saniaspeaks_

Original Post

Ultra-Real Lilac Scale Fashion

Copy this Nano Banana Pro reference-guided prompt to create fashion editorials in studio setups with giant-scale contrast and editorial styling. Best in...

Master PromptClick to select all

{ "type": "image_generation_prompt", "style": "ultra-realistic, high-fashion editorial, studio photography", "identity_preservation": { "use_reference_image": true, "alter_face": false, "strict_identity_lock": true, "notes": "Create an extremely realistic image that is ultra-similar to the referenced girl. Preserve her facial identity, proportions, hairstyle, and overall appearance exactly as in the reference." }, "subject": { "gender": "female", "appearance": { "hair": { "color": "dark", "style": "elegant updo (bun)" }, "jewelry": [ "delicate dangling earrings" ], "expression": "calm, confident, composed" } }, "wardrobe": { "dress": { "type": "full-length elegant dress", "color": "bright lilac", "style": "fitted bodice with a refined silhouette, modest and fully covered", "fabric": "smooth, high-quality fabric with a soft sheen" }, "legwear": { "type": "white lace-patterned tights or stockings", "details": "floral or lace motif, refined and elegant" }, "footwear": { "type": "platform heels", "color": "bright lilac", "details": "thick high heel with ankle strap, bold and fashionable" } }, "composition": { "concept": "scale contrast with two versions of the same woman", "aspect_ratio": "9:16", "foreground": { "figure": "large version of the woman", "pose": "leaning forward and downward, gently curving her back to look at the miniature version", "emphasis": "long neck, arms, legs, and shoes dominating the frame for dramatic scale" }, "background": { "figure": "miniature version of the same woman", "pose": "standing upright, appearing to salute, greet, or wave toward the larger figure", "outfit": "identical full-length lilac dress, white lace tights, and lilac platform heels" } }, "environment": { "setting": "studio", "background": { "color": "clean white or very light gray", "style": "minimalist, distraction-free" } }, "color_palette": { "dominant_colors": [ "bright lilac", "white" ], "overall_tone": "clean, elegant, high-contrast fashion palette" }, "lighting": { "type": "soft studio lighting", "effects": [ "even illumination", "clear separation between figures", "enhanced fabric and skin realism" ] }, "quality": { "realism": "ultra-realistic", "detail_level": "high detail in skin, fabric textures, lace patterns, and footwear", "rendering": "photorealistic, editorial-grade finish" }, "mood": { "atmosphere": "stylish, artistic, playful with scale", "tone": "elegant, modern, fashion-forward" }, "output_goal": "Create a maximally realistic and ultra-faithful fashion image of a woman in a full-length lilac dress, featuring a creative scale-play composition with two versions of the same subject, set against a clean studio background in a 9:16 format." }

Optimal Generation Parameters

Aspect Ratio

9:16

ModelNano Banana Pro

Aesthetic KeynotesScale-Play, Editorial, Photorealistic, Minimalist

#fashion #realistic #minimalist #dynamic #stylish #creative #dramatic #elegant

Test & Generate with GPT Image 2

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

{
  "type": "image_generation_prompt",
  "style": "ultra-realistic, high-fashion editorial, studio photography",
  "identity_preservation": {
    "use_reference_image": true,
    "alter_face": false,
    "strict_identity_lock": true,
    "notes": "Create an extremely realistic image that is ultra-similar to the referenced girl. Preserve her facial identity, proportions, hairstyle, and overall appearance exactly as in the reference."
  },
  "subject": {
    "gender": "female",
    "appearance": {
      "hair": {
        "color": "dark",
        "style": "elegant updo (bun)"
      },
      "jewelry": [
        "delicate dangling earrings"
      ],
      "expression": "calm, confident, composed"
    }
  },
  "wardrobe": {
    "dress": {
      "type": "full-length elegant dress",
      "color": "bright lilac",
      "style": "fitted bodice with a refined silhouette, modest and fully covered",
      "fabric": "smooth, high-quality fabric with a soft sheen"
    },
    "legwear": {
      "type": "white lace-patterned tights or stockings",
      "details": "floral or lace motif, refined and elegant"
    },
    "footwear": {
      "type": "platform heels",
      "color": "bright lilac",
      "details": "thick high heel with ankle strap, bold and fashionable"
    }
  },
  "composition": {
    "concept": "scale contrast with two versions of the same woman",
    "aspect_ratio": "9:16",
    "foreground": {
      "figure": "large version of the woman",
      "pose": "leaning forward and downward, gently curving her back to look at the miniature version",
      "emphasis": "long neck, arms, legs, and shoes dominating the frame for dramatic scale"
    },
    "background": {
      "figure": "miniature version of the same woman",
      "pose": "standing upright, appearing to salute, greet, or wave toward the larger figure",
      "outfit": "identical full-length lilac dress, white lace tights, and lilac platform heels"
    }
  },
  "environment": {
    "setting": "studio",
    "background": {
      "color": "clean white or very light gray",
      "style": "minimalist, distraction-free"
    }
  },
  "color_palette": {
    "dominant_colors": [
      "bright lilac",
      "white"
    ],
    "overall_tone": "clean, elegant, high-contrast fashion palette"
  },
  "lighting": {
    "type": "soft studio lighting",
    "effects": [
      "even illumination",
      "clear separation between figures",
      "enhanced fabric and skin realism"
    ]
  },
  "quality": {
    "realism": "ultra-realistic",
    "detail_level": "high detail in skin, fabric textures, lace patterns, and footwear",
    "rendering": "photorealistic, editorial-grade finish"
  },
  "mood": {
    "atmosphere": "stylish, artistic, playful with scale",
    "tone": "elegant, modern, fashion-forward"
  },
  "output_goal": "Create a maximally realistic and ultra-faithful fashion image of a woman in a full-length lilac dress, featuring a creative scale-play composition with two versions of the same subject, set against a clean studio background in a 9:16 format."
}

Ultra-Real Lilac Scale Fashion

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: { "type": "image_generation_prompt", "style": "ultra-realistic, high-fashion editorial, studio photography",...

2Adjust the mood through light and backdrop cues: " }, "subject": { "gender": "female", "appearance": { "hair": { "color": "dark", "style": "elegant updo (bun)" }...

3Keep the finish constraints aligned while you test variants: Preserve her facial identity, proportions, hairstyle, and overall appearance exactly as in the reference.

3 Style Recipes

Swap the subject, keep the frameRecipe #1

Replace { "type": "image_generation_prompt", "style": "ultra-realistic, high-fashion editorial... 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 " }, "subject": { "gender": "female", "appearance": { "hair": { "color": "dark",... 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)

•Fashion campaigns, lookbook frames, and magazine-style concept work.
•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 9:16 on the first run, then test alternate crops after the base composition is working.
✓Lock the environment before fine styling changes: { "type": "image_generation_prompt", "style": "ultra-realistic, high-fashion editorial, studio photography",...

Pitfalls to Avoid (Common Mistakes)

!Ignoring the recommended 9:16 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 neutral catalog documentation instead of stylized fashion direction.
✕Skip if: You need to begin with a radically different crop than 9:16 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 editorials in studio setups with giant-scale contrast and editorial styling. 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 9:16 for the closest match. The mood is anchored by { "type": "image_generation_prompt", "style": "ultra-realistic, high-fashion editorial, studio photography",...

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