In short
- Good: setting, light, mood, lifestyle scenes and many variants in the same look.
- Weak: small print, logos, fine technical details, true proportions and hands.
- Rule: the product comes 1:1 from your photos, only the scene is free. Every shot is checked against the reference and labelled.
What works reliably
Image models are good at placing a product in a fitting setting: stone and towels for a serum, an old-building window for a blouse, warm evening light for an autumn ad. Once the look is approved, more shots follow in the same style without a new date. That is the real advantage over a shoot.
One example is the showcase Atelier 026: a launch set for a serum from a made-up brand, with hero, detail, texture and ad visuals in one look.
Typical mistakes from real projects
Invented details
For a sample shot of a sportswear set, the prompt asked for ribbed fabric and a side pocket. The real set is smooth and seamless. The client’s design team saw it instantly, and the shot was useless. Since then my prompts only name details that are clearly visible in the photos.
Missing small parts
With technical products, models like to leave out small but typical parts, such as a hand crank or a latch. Laypeople hardly notice, experts notice at once. I ask for such parts explicitly in the prompt and check them zoomed in.
Text and logos
Small print on labels tends to change: letters blur, words get invented. I check logos and labels character by character against the original.
Wrong size
Without a reference point in the frame, models often render objects too small or too large. The fix is a clear anchor: a hand that covers only one corner, or an object of known size next to it.
Hands
Hands holding a product often take several attempts. In detail shots I only use them when they really add something.
How I check every shot
- Photos of the product from every side, plus logo and label.
- Record the construction: smooth or ribbed, seams, pockets, closures, prints.
- The prompt names only confirmed details, plus the instruction that the product must look exactly as in the photos.
- Side-by-side comparison with the photo, zoomed in on text and small parts.
- If something is off, it gets corrected or the shot is dropped.
- Images that look real get the “AI” label.
Labelling
A product image showing your real product in an AI setting usually looks real. In the EU it has to be labelled since August 2026. What that means in practice is in the guide labelling AI videos and images.