Fashion & Clothing · AI model

Turn flat-lay clothing into an on-model image

Transform flat-lay clothing into an on-model image. One image per request.

No prompt needed—upload the required inputs.

How it works
Before · 1 reference image
Turn flat-lay clothing into an on-model image — clothing tiles
After · Generated result
Turn flat-lay clothing into an on-model image — generated result

What this workflow creates

Transform flat-lay clothing into an on-model image. One image per request.

Who it’s for
clothing seller
What it does
Generate real-person wearing effects that match the pattern
Where to use it
E-commerce details, advertising

One image per request.

What you need

clothing tilesRequired · 1 image
Provide the original subject

Provide every required input. Add optional inputs only when useful, and mark conditional inputs as applicable only when they apply to this request.

How to use this workflow

  1. Open the generation form

    Select “Use this workflow” to see the required inputs. You’ll need to sign in before generating.

  2. Add the required inputs

    Prepare: 1 flat-lay garment image. Complete every required field, add optional inputs only when useful, and mark each conditional input as applicable or not applicable.

  3. Review text and output settings

    Choose the aspect ratio, resolution, and quality that fit this use case. The generation form shows the available options.

  4. Generate and review

    Select “Generate image,” then review the result and open the full-size image. Check it against the detailed requirements below. One image per request.

Do I need to write a prompt?

No prompt needed—upload the required inputs.

Upload the images listed below; you do not need to add a written prompt. You do not need to write generation instructions. Use the form fields to provide the images, exact copy, data, or description requested by this workflow.

Detailed result requirements

Required inputs

1 flat-lay garment image

Input quality

Clothing source pictures and clear frontal/full-body character pictures; product SKU must be provided for specific channels.

Composition

The main image of Amazon's adult clothing is usually a front view of a real person, completely uncropped, close to 3:4, with about 85% of the product, and a pure white background.

Output aspect ratio

Set the output canvas from the selected platform placement or production template, not from a reference image. Choose the option that matches this request: apparel model image working canvas — 2:3 (recommended). Use a different ratio only when a verified placement or production template requires it. If the platform does not require a fixed aspect ratio, use 2:3 as the recommended working canvas for apparel model image. Compose the subject with appropriate breathing room. Create one aspect-ratio-specific deliverable per request; generate each additional placement as a separate output. Recompose for the selected ratio while preserving the complete subject, all text, and every required safe area. Never stretch the subject or treat cropping important content as adaptation.

What stays unchanged

Clothing styles, colors, fabric textures, prints, logos and product range.

What can change

No universal public standard is available. Check the requirements of the platform or service you will use.

Background and setting

No universal public standard is available. Check the requirements of the platform or service you will use.

Lighting and color

No universal public standard is available. Check the requirements of the platform or service you will use.

Text requirements

No universal public standard is available. Check the requirements of the platform or service you will use.

Platform size guidelines

No universal public standard is available. Check the requirements of the platform or service you will use.

Output format

No universal public standard is available. Check the requirements of the platform or service you will use.

What to avoid

Text, logos, watermarks, multiple viewing angles, and non-compliant postures are prohibited; try-on results cannot prove an accurate fit, and clothing details need to be checked.

Official and platform requirements

No universal public standard is available. Check the requirements of the platform or service you will use.

FAQ

What can I create with this workflow?

Transform flat-lay clothing into an on-model image. One image per request.

Do I need to write a prompt?

Upload the images listed below; you do not need to add a written prompt. You do not need to write generation instructions. Use the form fields to provide the images, exact copy, data, or description requested by this workflow.

What do I need to upload?

“clothing tiles”: 1 image; required. JPG, PNG, and WebP are supported, up to 10 MB per image.

What does one generation produce?

One image per request.

Common search terms

ai product photography for clothingai fashion model

Public evidence and sources

Three directly relevant public sources have been found, and four types of specific constraints have been extracted. The following content only restates information that appears clearly from the source; no filling in of blank fields will be made.

Generate an image

Turn flat-lay clothing into an on-model image

1 flat-lay garment image