AI product photography works best when it starts from a clean, accurate source image. The goal is not to invent a new product. The goal is to make existing product assets easier to use across storefront, marketplace, ad, and social channels.
A practical workflow
- Create or collect a clean packshot with the full product visible.
- Remove or standardize the background before generating lifestyle variants.
- Generate several scene directions, then keep only the versions that preserve the real product.
- Export separate crops for product pages, marketplace listing images, paid social, and short-form video covers.
Quality checks
Before publishing, compare generated images against the real product. Watch for changed logos, distorted packaging, incorrect labels, unrealistic shadows, and backgrounds that distract from buying decisions.