Product Photography Variants 1. Confirm rights to the product image and collect the validated brand profile, product facts, intended placements, provider capability, cost ceiling, and output root. 2. Preserve product geometry, packaging, logos, labels, color, and material unless the operator explicitly approves a change. 3. Define distinct production hypotheses such as studio, contextual use, ingredient story, scale/detail, or lifestyle; do not imply unsupported product outcomes. 4. Generate approved aspect ratios and record source hashes, prompt version, provider/model, cost, output hashes,…