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, and dimensions.
5. Validate product fidelity, visual defects, safe zones, accessibility, and policy.
6. Store assets and manifest atomically inside the run directory.

Human review is mandatory. Do not create deceptive before/after evidence, people or