Real or AI product photos? Spotting fake listings and ads
Product photography is expensive, generated product photos are almost free, and online shops have every reason to make a product look better than it is. Knowing the tells helps you avoid buying something that only exists in the picture.
Why it is hard to tell
Studio product shots are simple images: one object, a clean background and soft light. That is easy for a model to produce, and real product photos are heavily retouched too, so polish alone is not evidence.
Products, though, are manufactured. They have seams, buttons, ports, stitching and printed text that must be consistent from every angle and in every photo of the listing. A generated product only has to look right once.
What gives it away
Labels and logos
Read every word on the product and its packaging. Brand names with wrong letters, text that turns into pseudo-letters, and logos that change between photos are strong signs.
Construction that does not add up
Look at seams, stitching, zippers, buttons and ports. Stitching that wanders off the edge, a zipper with no pull, or a port that is half a shape point to generation.
Different products in each photo
Compare all images in the listing. Generated sets often show slightly different shapes, colors or details in each photo, because each one was generated separately.
Hands and people using it
Lifestyle shots with hands holding the product are where anatomy and scale errors show up: fingers passing through handles, or a product that changes size between photos.
Shadows on a studio background
An object floating with no contact shadow, or a shadow that does not match the light on the product, suggests it was generated or cut out.
Too good for the price
Premium materials, perfect finish and a luxury setting, at a fraction of the usual price, is the oldest warning sign. Generated photos make it easier to fake.
Quick checklist
Before you guess, run through these checks:
- 1Read every word on the product and packaging.
- 2Inspect seams, stitching, zippers, buttons and ports.
- 3Compare the product across every photo in the listing.
- 4Check hands and scale in lifestyle shots.
- 5Look for a believable contact shadow.
- 6Compare with customer photos and the brand's own images.
Where you will run into them
- Marketplace listings
- Sellers use generated photos to make generic products look premium, or to list products before they exist.
- Social media shop ads
- Ads for gadgets, clothing and home goods with generated photos often lead to stores that ship something very different, or nothing.
- Fake review photos
- Generated "customer photos" make fake reviews more convincing, showing the product in a real-looking home.
How to verify it
Look for customer photos in the reviews, and compare them with the seller's images. If no customer photo looks like the listing, assume the listing photos are not the real product.
Reverse image search the main product photo. The same image appearing in many unrelated stores under different brand names usually means a generic product with invented marketing.
For branded items, compare with the photos on the brand's official website. Differences in the logo, label or construction are a sign of a counterfeit or a generated listing.
Frequently asked questions
How can I tell if a product photo is AI-generated?
Read the text on the product and packaging, check seams and buttons, and compare the product across all photos in the listing. Generated listings often show slightly different products in each image and labels that do not read properly.
Are AI product photos illegal?
Using AI to create product images is not illegal in itself, but showing a product that differs from what is sold can break consumer protection and advertising rules in many countries, as well as platform policies.
What is the best way to check a product before buying?
Compare the listing with customer photos in reviews and with the brand's official images, and reverse image search the main photo to see whether the same image is used by many unrelated sellers.
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