Ghost mannequin, flat lay or on-model: which clothing photos should you use?
Use on-model photos wherever shoppers judge fit, and flat lays or ghost mannequin shots for clean, consistent views of the whole garment. On Amazon US the main image for adult clothing must show a standing model, while kids’ form-fitting items and accessories must be shown without one. With AI, the cheap path is to shoot flat lays well, generate the on-model photos from them, and check each one against the garment.
What each style is
| Style | How it is made | What the shopper sees |
|---|---|---|
| Flat lay | The garment is steamed, laid flat and shot from above. Amazon’s imaging guide suggests pins, a liner or stuffing to hold the shape, with the seams used to keep left and right symmetrical | The whole garment, its shape, color and details, with no body |
| Ghost mannequin | The garment is shot on a mannequin, often with a second shot of the inside back neck, and the mannequin is edited out | The garment’s 3D shape, as if worn by an invisible body |
| On-model | A person wears the garment in a studio or a scene. The person can be real or AI-generated | How it fits, where it ends on the body, and how it moves |
Cost, fit and consistency compared
| Question | Flat lay | Ghost mannequin | On-model |
|---|---|---|---|
| Studio price, US | soona: $39 a photo, plus a $149 studio fee per booking for non-members. Squareshot: product shoots from $50 an image | soona: the same photo price plus ghost mannequin styling at $129 an hour | soona: full-body models from $159 an hour, hair and makeup from $299 per model. Squareshot: model shoots from $95 an image, or $2,950 for four hours |
| Shows fit on a body | No | Partly: shape and volume, not how it sits on a person | Yes |
| Consistent across a catalog | Easy to repeat | Easy, if the mannequin and light stay the same | Harder, because people, poses and hair change between shoots |
| Shows fabric and details | Well, from above | Well, including the neckline and inside back | In close-ups; the body and pose can hide seams |
| Amazon US main image, adult clothing | Not allowed | Not allowed | Required, on a standing model |
| As a reference for AI on-model photos | Good, if pressed and evenly lit | Good, and it tells the model the garment’s volume | Works, but the model has to take one body out and put another in |
What Amazon and Google ask for
| Where | Rule, as of September 2026 |
|---|---|
| Amazon US: adult clothing, main image | On a model who is standing, not sitting, kneeling, leaning or lying down. Amazon encourages showing different physical mobilities, including models who use wheelchairs or prosthetics. Pure white background, with the product filling 85 percent of the frame |
| Amazon US: kids’ and baby undergarments, leotards, swimwear and similar form-fitting items | No model in any image. They must be photographed lying flat |
| Amazon US: clothing accessories and multipacks, main image | Flat, without a model |
| Amazon US: clothing main images | No visible mannequin of any kind, no hanger, no folded products |
| Amazon US: every image | The color in the image must match the product for sale |
| Google Merchant Center | Show clothing worn by people, and do not crop the model’s head or feet in full-body shots |
| Google’s shopping try-on, for merchants | Works from one garment on one front-facing model or mannequin in a simple pose, or laid flat, at least 512 x 512 pixels and ideally 1,024 or more |
Amazon’s full image specs are in Amazon product image requirements.
Which style helps shoppers most
Baymard Institute, which runs usability tests on shopping sites, lists on-model images among its five apparel best practices, and found that 21 percent of the apparel sites it reviewed do not show products on a person. In its tests, shoppers used on-model photos to judge how tight a garment is and where it lands on the body. Baymard calls a visible mannequin a last resort.
Shoppers also compare the model’s height, measurements and size worn with their own before they choose a size. Baymard found that 83 percent of desktop apparel sites do not give enough sizing information, so print the model’s height and size under the on-model photos, whether the model is real or AI-made.
We found no public, controlled study showing that one of the three styles sells more across stores. Test it on your own product pages, on the same products, with traffic split evenly between versions.
How AI changes the choice
AI on-model tools start from the photos you already make. FASHN’s try-on API takes a flat lay or ghost mannequin photo for tops, bottoms and one-pieces, and Photoroom’s Virtual Model turns a flat lay or ghost mannequin image into on-model photos. The off-model photo becomes your reference, and the on-model photos become something you make from it. The wider picture is in AI fashion photography.
- Shoot every garment as a clean flat lay, front and back, on the same surface with the same light. Add a ghost mannequin shot for structured pieces such as blazers and coats, where volume matters.
- Generate the on-model store photos from those, on one approved model. The steps are in how to turn a flat lay into on-model photos.
- Keep a real on-model shoot for hero pieces and fit-critical items such as jeans, swimwear and tailoring.
- Show the flat lay as a secondary image next to the AI photo, so shoppers can see the real garment.
Questions people also ask
- Is a ghost mannequin photo allowed on Amazon?
- Not as the main image for adult clothing, which must show a standing model, and Amazon bans any visible part of a mannequin in main images. Ghost mannequin and flat lay photos work as secondary images. Amazon’s clothing page allows up to eight of those for each parent or child SKU (stock keeping unit, one product or variation).
- Can AI turn a flat lay into a ghost mannequin photo?
- Yes. Photoroom’s Ghost Mannequin tool, for example, makes an invisible-mannequin image from a photo of clothing. Check the neckline, the inside back and the sleeve openings, which the tool has to invent because a flat lay does not show them.
- Which style is cheapest to produce?
- A flat lay. It needs no model, no hair and makeup, and no mannequin editing, and you can shoot it yourself with a phone and window light. See how to photograph your product for AI.
Where Overs fits
Overs takes one photo of your product, such as a clean flat lay, and plans on-model and scene photos from it. For worn products it first makes a character sheet of one model wearing your garment, which you approve before any other photo is made.
Free for 40 photos a month. The AI that makes the photos is billed separately, on your own key, with no markup from Overs.
Sources
- Amazon Seller Central: Image guidelines for clothing
- Amazon Seller Central: Product image guide
- Amazon: Seller Imaging Guidelines, Clothing & Accessories (Spring 2021, PDF)
- Google Merchant Center Help: Image link [image_link]
- Google Merchant Center Help: About apparel virtual try-on
- Baymard Institute: 5 Apparel UX Best Practices
- Baymard Institute: Provide images of accessory, apparel and cosmetic products on a human model
- Baymard Institute: Apparel, 10 best practices on sizing
- soona: Pricing
- Squareshot: Pricing
- FASHN Documentation: Virtual Try-On v1.6
- Photoroom: Virtual Model API
- Photoroom Help Center: How to use Ghost Mannequin