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Transform the provided clothing product image.

STRUCTURED
Prompt4002 chars · 470 words
{
  "model": "nano-banana",
  "task": "image_to_image_product_transformation",

  "objective": "Transform the provided clothing product image into a luxury studio ghost-mannequin presentation where the garment appears naturally worn and volumetric, as if inflated with air on an invisible mannequin. Preserve the exact identity of the original product with zero alterations.",

  "input_description": {
    "source_image_type": "flat lay clothing product photo",
    "background": "white background",
    "product_category": "general clothing (t-shirts, jackets, hoodies, pants, denim, vests, etc)"
  },

  "transformation_rules": {
    "garment_structure": "inflate the garment as if worn by an invisible mannequin, creating natural body volume and shape while keeping the interior empty",
    "mannequin_style": "luxury ghost mannequin used in high-end fashion e-commerce photography",
    "fabric_condition": "perfectly ironed fabric with subtle natural folds that reflect realistic garment tension",
    "pose": "natural wearable garment shape as if placed on a torso or body form, but with no visible mannequin or human presence",
    "center_alignment": "the garment must remain perfectly centered in the frame",
    "framing": "clean product catalog composition with balanced margins on all sides",
    "background": "pure white professional studio background (#FFFFFF) with no gradients, textures, props, or shadows except a very soft natural grounding shadow"
  },

  "lighting": {
    "style": "high-end fashion e-commerce studio lighting",
    "direction": "soft frontal lighting with balanced fill light",
    "goal": "highlight fabric texture, stitching, seams, and garment structure",
    "shadow_control": "minimal soft shadow directly beneath garment for realism",
    "exposure": "clean bright exposure without overblown highlights or crushed shadows"
  },

  "identity_preservation": {
    "color": "preserve the exact original color values",
    "texture": "preserve the exact fabric texture and weave",
    "logos": "preserve existing logos exactly if present",
    "stitching": "preserve stitching patterns exactly",
    "details": "preserve pockets, buttons, zippers, seams, embroidery, tags, and all construction details exactly"
  },

  "strict_prohibitions": [
    "do not add new logos",
    "do not remove existing logos",
    "do not change garment color",
    "do not alter stitching",
    "do not modify pockets",
    "do not modify garment design",
    "do not invent new fabric textures",
    "do not change garment proportions",
    "do not add accessories",
    "do not add a human model",
    "do not add a mannequin",
    "do not add props or scenery",
    "do not crop the garment"
  ],

  "fabric_realism": {
    "structure": "realistic garment volume based on clothing physics",
    "folds": "subtle natural folds caused by gravity and body form",
    "tension": "light tension around chest, shoulders, waist, or hips depending on garment type",
    "fabric_behavior": "respect real textile behavior such as denim stiffness, cotton softness, or knit flexibility"
  },

  "composition_requirements": {
    "camera_angle": "straight-on front-facing catalog angle",
    "symmetry": "balanced and professional e-commerce alignment",
    "product_visibility": "entire garment fully visible without cropping",
    "catalog_standard": "consistent framing suitable for automated product galleries"
  },

  "quality_requirements": {
    "style": "luxury fashion e-commerce photography",
    "sharpness": "high-detail crisp garment texture",
    "resolution": "high resolution suitable for product zoom",
    "cleanliness": "no dust, wrinkles, artifacts, distortions, or AI hallucinations"
  },

  "pipeline_goal": {
    "use_case": "360-degree product rotation pipeline",
    "consistency_requirement": "garment structure, lighting, and proportions must remain stable and repeatable across multiple angles",
    "output_type": "professional e-commerce catalog image"
  }
}

Overview

Transform the provided clothing product image. is a free prompt on OpenRuna. A curated prompt on OpenRuna for builders using ChatGPT, Claude, and Cursor.

What this prompt does

"Transform the provided clothing product image." is designed to help you get reliable results from AI assistants for real prompt tasks. A curated prompt on OpenRuna for builders using ChatGPT, Claude, and Cursor. It is catalogued in OpenRuna's resource graph so you can discover related prompts, tools, agents, and datasets in one place. Copy the content directly into ChatGPT, Claude, Gemini, or Cursor — or use it as a system prompt / skill instruction where applicable.

Use cases

  • Use "Transform the provided clothing product image." when you need a repeatable prompt for professional workflows without writing instructions from scratch each time.
  • Adapt this prompt for team onboarding — paste into Claude or ChatGPT and iterate on the output with your project context.
  • Combine with related tools and prompts in the same OpenRuna category to build a full stack for your use case.
  • Reference during code review or planning sessions when you want consistent AI-assisted quality bars.

Example output

When you run this prompt, expect structured output similar to:

{
  "model": "nano-banana",
  "task": "image_to_image_product_transformation",

  "objective": "Transform the provided clothing product image into a luxury studio ghost-mannequin presentation where the garment appears naturally worn and volumetric, as if inflated with air on an invisible mannequin. Preserve the exact identity of the original product with zero alterations.",

  "input_description": {
    "source_image_type": "flat lay clothing product photo",
    "background": "white background",
    "product_category": "general clothing (t-shirts, jackets, hoodies, pants, denim, vests, etc)"
 …

Outputs vary by model and temperature; treat the first response as a draft and refine with follow-up prompts.

Tips by platform

Claude

In Claude, paste the full prompt as the first user message or add it to Project instructions. Ask Claude to confirm assumptions before executing. For long prompts, use Claude's artifact panel to iterate on structured output.

ChatGPT

In ChatGPT, start a new chat and paste this prompt verbatim. Enable GPT-4o or your preferred model for coding tasks. Use follow-ups like "apply this to [your context]" for best results.

Cursor

In Cursor, add key instructions from this prompt to .cursorrules or a SKILL.md file. Reference it in Agent mode with @ mentions. Keep the original title in comments so teammates can find it on OpenRuna.

Frequently asked questions

What is "Transform the provided clothing product image."?
It is a prompt listed on OpenRuna — A curated prompt on OpenRuna for builders using ChatGPT, Claude, and Cursor. You can copy and adapt it for ChatGPT, Claude, Cursor, or other AI tools.
Is this prompt free to use?
Most OpenRuna resources are open or CC0-licensed. Check the license on this page before commercial use. Premium collections are clearly marked.
How do I get the best results?
Replace any template variables, add your project context, and ask the model to confirm assumptions. Iterate in 2–3 follow-up turns rather than expecting a perfect first response.
Can I use this with Claude and ChatGPT?
Yes. The prompt is model-agnostic text. Tips on this page cover Claude, ChatGPT, and Cursor specifically.
Where can I find related resources?
Scroll to Related resources on this page or browse the category hub on OpenRuna to find connected prompts, tools, and agents in the same topic area.

Related resources