Product to Model
Create on-model visuals from product photos. With Product to Model, upload a clothing or accessory photo and generate an image of that product on a model.
What is Product to Model?
Product to Model lets you:
- Take a flat-lay, ghost mannequin, or hanger photo
- Automatically apply that garment onto a generated model image
- Generate on-model visuals suitable for ecommerce
- Preserve details, texture, color, and fit
Use it for ecommerce listings, social images, and lookbooks.
When to Use
You have a standalone, wearable product photo and you want to show the item on an AI fashion model.
If your source already shows a person or mannequin and you want to change the person while keeping the product unchanged, use Model Swap instead.
If the product is already worn and you want to place it onto another specific model photo or pose, use Try On.
How to Use It
Start transforming your products into on-model visuals with these simple steps:
Upload Your Product Image
Select a clear image of your product. It can be a flat-lay or ghost mannequin photo, just make sure:
- The entire garment is visible
- The lighting is even and natural
- There’s minimal background clutter
The clearer the outline, the better the model fit will look.
Add Optional Guidance
Run with or without a prompt. To guide the result, you can add:
- Text Prompt to describe the person, pose, styling, background, or lighting
- Image Prompt to guide pose, environment, and lighting
- Background Reference to set the scene
- Face Reference to match identity
- Model Image to perform a try-on with a specific model photo (generally not recommended)
See Parameters for more details.
Select Ratio & Resolution
Select the ratio that fits your website layout, catalog, or social platform. Common options are 1:1 square, 2:3 or 3:4 for fashion catalogs.
For resolution, let's keep it at 1K for now. We'll upscale the image later if needed.
Generate the Image
Click Run to generate your image. You’ll see your garment or accessory displayed on the model.
Review and Adjust
Examine the result. You can run the generation again for a different option or tweak your text prompt to switch up the pose or other composition specifics.
Prepare for Export or Continue Editing
Prepare your result for export or continue refining the image in the Edit section.
- Download, upscale, or use Export for Web in Gallery
- Open Edit to adjust pose or background. See Background Change
- Create a short video from this image with Image to Video
Parameters
Only the product image is required. Other inputs are optional and can be combined.
| Parameter | Description |
|---|---|
| Product image | Clear flat-lay, ghost mannequin, or on-hanger photo of a wearable product. |
| Number of images | Generate 1–4 outputs in one run. Results follow the same prompt and appear as a single scrollable entry in Gallery. Credit use scales with the count. |
| Text prompt | Describe model attributes, pose, background, lighting, and camera style. Works with any other input. If you don't provide a text prompt, the system will create a fitting model and scene based on the product image. |
| Image prompt | "A picture is worth a thousand words" - use an example image to guide generation instead of or in addition to text. The system will only take inspiration and won't copy the exact details from the image. |
| Model image | A specific model image to wear the product. Can be a previously generated model or a custom image uploaded by you. Selecting a specific model photo is generally not recommended as it makes it more difficult for the system to maintain product accuracy. Use it only when you must show the product in a specific photo. |
| Background reference | Background image used as the backdrop for generation. Ensures location consistency across campaigns. If a person appears in the image, they will be ignored and only the background will be used. |
| Face reference | Face photo to guide identity (Agency plan). Can be combined with text and image prompts. When provided, the system refines identity to match the reference while keeping product fidelity. |
| Aspect ratio | Choose the output ratio. If you don’t choose one, the result inherits the ratio from the reference image you supplied (Model image, Background reference, or Image prompt; otherwise Product image). Supported: 1:1, 3:4, 4:3, 9:16, 16:9, 2:3, 3:2, 4:5, 5:4. |
| Resolution | Supported: Precise 1K (default), Balanced 4K, Creative 4K (Pro/Agency). See Parameter Deep Dives: Resolution for behavior and tradeoffs. |
Best Practices
- Product photos should match or exceed the chosen resolution setting (for example, use 1K images for 1K output, 4K for 4K).
- Provide product photos taken from a clean, top-down angle (flat lay style). Avoid tilted or uneven shots, such as garments photographed on the floor from a standing angle.
- Avoid shadows, wrinkles, or cropped edges in product images.
- Match the model’s pose to the garment type. Front-facing tops work best with front-facing models, for instance.
The better your inputs, the more natural and photorealistic your results will be.
What’s Supported
- Multiple products in the same image are supported, but one product per image is recommended for best results.
- Works with flat-lay, ghost mannequin, and on-hanger product photos
- Compatible with all major wearable categories, including garments and accessories such as hats, shoes, bags, belts, and eyewear
- Supports vertical, square, and widescreen output formats
Troubleshooting
If your output doesn’t look quite right:
- Difficulty in generating full-body images → Add details for footwear and hair appearance in the text prompt.
Minor adjustments often improve results dramatically.
Where Next?
Once you’ve created your on-model image:
- Improve the resolution of your image with Upscale in Gallery
- Use Background Change to add branded or lifestyle scenes
- Apply Reframe to fit marketplace or social aspect ratios
- Convert your new image into motion clips with Image to Video