AI product images: show what the customer will receive

Decide whether the image is evidence or illustration

Write down the placement and what the viewer is expected to infer. A product gallery helps someone assess shape, finish, included parts and size. An editorial illustration can explain a concept without depicting a real item, provided that context is clear.

Campaign imagery can sit between those purposes. A scene featuring the actual product may imply that it can be used in the depicted conditions. If a generated bag is shown underwater, the image may communicate water protection even when the surrounding copy never says waterproof.

The FTC’s advertising overview requires truthful, non-deceptive claims in its jurisdiction. Review imagery as part of the offer’s overall message, and check the specific consumer and advertising rules relevant to your market.

A worked background replacement

Imagine a hypothetical desk lamp photographed on a plain background. The approved item has one switch, a fixed cable and no charging port. A generated office scene adds a second button, removes the cable and shows a phone apparently charging beside the base.

The draft now implies features the product does not have. A stylish room does not justify those changes. Return to the faithful source, make a narrower edit or use a conventional background treatment that preserves the lamp. Do not add a disclaimer asking customers to ignore prominent selling details.

If the scene includes a separate notebook or chair for context, review whether an ordinary buyer might think the package includes them. The answer depends on composition and placement. A staged lifestyle image may be understandable beside accurate gallery images, but it should still avoid creating a false bundle impression.

Use labels where they clarify the job

Describe a conceptual image as an illustration where viewers could mistake it for documentary evidence. Explain simulated settings, proposed designs or demonstration arrangements in the nearby caption. Keep the explanation readable in the placement, including its mobile crop.

Do not label an altered product image “for illustration only” and assume any discrepancy is acceptable. If the image is the buyer’s main view of the item, substantial differences remain a problem. Use faithful imagery for product assessment and reserve exploratory visuals for clearly separate creative work.

Alt text should describe the information relevant to the image’s role. Avoid claiming a generated scene shows a tested installation, real customer or actual product result. Captions and alternative text serve different readers; review both without making either a hidden substitute for visible clarification.

Preserve provenance without treating it as proof

Keep source material, permissions, edit history and approved exports together. Provenance explains how an asset was created; it does not establish that every object shown matches the product. The C2PA explainer distinguishes provenance from determining whether content is true or factual.

Do not remove required metadata during optimisation. Google Merchant Center’s image reference requires metadata identifying generative-AI images and says relevant embedded metadata should be preserved. Verify current requirements for each destination you use.

Check the delivered file rather than assuming an editor retained everything. A resizing or export step may change metadata. Keep this separate from judging visual accuracy: a correctly labelled file can still depict the wrong connector or package contents.

Inspect the actual customer journey

Open the product gallery, collection card, social preview and shopping destination. An honest caption on the product page may not travel with a cropped advertisement or feed image. Assess what the picture communicates in each context that will actually display it.

On mobile, inspect whether a crop removes a qualifier or faithful reference while leaving an invented detail prominent. Keep important product information away from unstable crop boundaries. If the composition cannot survive the placement, create an appropriate asset instead of shrinking it into an unreadable patch.

Review images beside the selected variant and cart summary. A generic parent image should not imply the colour or accessory set of a more expensive option. Where variants look different, provide accurate variant-specific images and verify the selection behaviour.

Maintain an approval ledger

Record who reviewed product fidelity, which reference they used, what changes were allowed and where the final asset appears. Include restrictions attached to source photographs or brand assets. Permission to operate a tool differs from permission to upload someone else’s picture.

When a customer reports a discrepancy, compare it with the reference and delivered page. Correct misleading material through the responsible workflow rather than defending it because it was generated automatically. Keep the correction linked to affected placements.

Use AI where it helps explain an accurate offer. If a reliable photograph or simple diagram communicates better, use that. The final standard is what the customer can reasonably understand about the item, not how advanced the production process looks.

Check source-image permissions, write purpose-specific alt text and review metadata privacy as separate parts of approval.