Record the exact model version and access used in the evaluation. A model name alone does not describe every setting or production workflow.
Use product-specific scenes
Try a neutral image, a material detail and a size-explaining environment where relevant. Keep references consistent and document whether real photography is composited or the product is regenerated. Check accuracy before aesthetics.
Test repeatability
Request a crop or environment change and a relevant product variant. Log attempts, retouching and rejection reasons through final delivery. Confirm current terms for intended use. Choose a method, including hybrid production, from the evidence rather than unsupported ROAS claims. See AI product photography.
