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. Realism-heavy outputs where believable materials, skin, or product finishes need to hold up in close view.

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/The puppy stole the spotlight and

Verified Prompt Recipe

Ratio 3:4Image-to-Image

Creator Reference:@GlenaJenne

Original Post

The puppy stole the spotlight and

The subject facial features and expression must remain identical to the reference image.. photorealistic outdoor lifestyle photo

Master PromptClick to select all

The puppy stole the spotlight... and my heart. 🐶💕 Me, Sabrina carpenter, Sadie sink, Alexandra daddario Nano banana pro prompt : { "reference_usage": { "instruction": "Use the uploaded reference image as the identity base. Replicate the same face structure, facial features, skin tone, and hairstyle from the reference image. Maintain strong identity consistency and do not alter facial proportions, jawline, eyes, nose, lips, or hairline.", "identity_consistency": "Face and hair must match the reference image identity" }, "image_description": { "subject": { "face": { "preserve_original": true, "reference_match": true, "description": "The subject facial features and expression must remain identical to the reference image." }, "girl": { "age_appearance": "young adult", "hair": "long wavy hair matching the hairstyle from the reference image", "expression": "puckering lips playfully toward the camera", "clothing": "black hooded sweatshirt" }, "puppy": { "type": "small white puppy", "eyes": "light blue", "expression": "calm expression looking forward" } }, "environment": { "setting": "outdoor winter scene", "elements": [ "snow covering the ground", "bare winter trees in the background", "blurred silver car behind the subject" ], "sky": "clear pale blue winter sky" }, "mood": "cute natural winter moment", "camera_style": { "style": "photorealistic outdoor lifestyle photo", "depth_of_field": "soft background blur", "lighting": "natural daylight with cool winter tones" } } }

Optimal Generation Parameters

Aspect Ratio

3:4

ModelNano Banana Pro

Aesthetic KeynotesPhotorealistic, Fashion, Reference-Guided

#portrait #woman #man #photorealistic #retro #outdoor #peaceful #fashion

Test & Generate with GPT Image 2

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

The puppy stole the spotlight... and my heart. 🐶💕

Me, Sabrina carpenter, Sadie sink, Alexandra daddario

Nano banana pro prompt :

{ "reference_usage": { "instruction": "Use the uploaded reference image as the identity base. Replicate the same face structure, facial features, skin tone, and hairstyle from the reference image. Maintain strong identity consistency and do not alter facial proportions, jawline, eyes, nose, lips, or hairline.",

"identity_consistency": "Face and hair must match the reference image identity" },

"image_description": { "subject": { "face": { "preserve_original": true, "reference_match": true, "description": "The subject facial features and expression must remain identical to the reference image." }, "girl": { "age_appearance": "young adult", "hair": "long wavy hair matching the hairstyle from the reference image", "expression": "puckering lips playfully toward the camera",

"clothing": "black hooded sweatshirt" }, "puppy": { "type": "small white puppy", "eyes": "light blue", "expression": "calm expression looking forward" } },

"environment": 
{ "setting": "outdoor winter scene", "elements": [ "snow covering the ground", "bare winter trees in the background", "blurred silver car behind the subject" ], "sky": "clear pale blue winter sky" },

"mood": "cute natural winter moment", "camera_style": { "style": "photorealistic outdoor lifestyle photo", "depth_of_field": "soft background blur", "lighting": "natural daylight with cool winter tones" } } }

The puppy stole the spotlight and

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: The subject facial features and expression must remain identical to the reference image.

2Adjust the mood through light and backdrop cues: The subject facial features and expression must remain identical to the reference image.

3Keep the finish constraints aligned while you test variants: The subject facial features and expression must remain identical to the reference image.

3 Style Recipes

Swap the subject, keep the frameRecipe #1

Replace the subject facial features and expression must remain identical to the reference image. 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 the subject facial features and expression must remain identical to the reference image. 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.
•Realism-heavy outputs where believable materials, skin, or product finishes need to hold up in close view.
✓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: The subject facial features and expression must remain identical to the reference image.

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

The subject facial features and expression must remain identical to the reference image.. photorealistic outdoor lifestyle photo. Best in 3:4. Built for...

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 the subject facial features and expression must remain identical to the reference image.

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