Short answer
Treat every AI-generated product photo as a draft. Before publishing, compare it with a real photo of the product: shape, color, finish, details, text, and proportions must match; the scene must not imply a size, accessory, or feature you can't confirm; and the image must work in the destination's crop and file requirements.
Why AI product photos need a review step
AI image models are good at making a scene look plausible. Plausible is not the same as accurate. A model can subtly change a handle, add a stone, rewrite a label, smooth away a texture, or make the product look larger than it is, and the result can still look like a great photo. Buyers compare what arrives with what they saw, so an inaccurate image becomes a return, a bad review, or a marketplace complaint. Google Merchant Center also asks that product images accurately display the product and don't include promotional text, watermarks, or borders. The fix is a deliberate review against the real product before anything is published.
Product identity: does it show the same item?
Open the generated image next to your real product photo at the same size and check each point.
- Shape and proportionsSilhouette, handle, neck, base, and overall proportions match.
- Color and finishThe color reads the same under neutral light; matte stays matte and gloss stays gloss.
- Distinctive detailsStones, stitching, hardware, seams, glaze drips, and wood grain direction are present and in the right place.
- Text and logosPrinted text, labels, and engravings are identical and legible, not invented lettering.
- CountThe number of parts, stones, buttons, or pieces matches the real product.
Implied claims: what could a buyer assume?
A scene communicates more than the product. Check what the image suggests about the offer.
- ScaleThe product's size relative to hands, furniture, or props is consistent with confirmed measurements.
- Included itemsProps such as a candle, a bulb, a stand, or a chain can't be mistaken for part of the purchase.
- Use and featuresThe scene doesn't imply a capability you haven't confirmed, such as waterproof, food safe, or dimmable.
- People and rightsAny person, artwork, or brand in the scene is something you have permission to use.
Destination fit: will it work where you publish it?
Even an accurate image can fail at the destination. Check the crop and file before you upload or send it.
- CropThe product stays fully visible in the destination's thumbnail crop, for example a square Etsy thumbnail.
- FileSize, format, and color profile meet the destination's requirements; transparent backgrounds are flattened where needed.
- Set consistencyThe image fits with the rest of the set and doesn't repeat another photo's job.
Reject quickly, record why
If an image fails any identity check, reject it rather than trying to explain it away in the description. Write a short reason, such as “brass neck missing” or “implies a size we haven't confirmed”. Reasons make the next generation better and prevent an attractive but inaccurate draft from being approved later by mistake. In Lystiva, every generated image stays a draft until you approve it, rejected versions are kept with their history, and only approved versions can be exported or sent to a connected shop.
Where AI helps most, and where to be careful
AI-generated product photos work best for changing presentation: new backgrounds, lighting, surfaces, lifestyle scenes, and consistent sets from a few good photos. Be most careful with products where tiny details define the item, such as jewelry settings, printed labels, text on apparel, and fine patterns. For those, keep a real close-up photo in the set so buyers can always inspect the true detail.
Questions sellers ask
Can I use AI-generated photos for product listings?
Yes, as long as they accurately represent the product you are selling. Check each image against the real product and the marketplace's image rules before publishing.
What is the most common problem with AI product photos?
Small changes to the product itself: altered text or logos, missing or extra details, changed proportions, and misleading scale in lifestyle scenes.
Should I tell buyers an image is AI-generated?
Follow the rules of the marketplace you sell on. Regardless of disclosure, the image must accurately show the item the buyer receives.
Can Lystiva guarantee generated images are accurate?
No system can guarantee that. Lystiva is designed to preserve recognizable product identity, and every generated frame remains a draft that the seller must inspect against the source before approving it.
Sources
Requirements change. These are the official pages this guide was checked against, so you can confirm the current rule yourself.