Three points to take away
- 01
Define the image's specific job first.
- 02
Factual product imagery must not invent details.
- 03
Check text and cropping at real delivery sizes.
The input pack
Prepare authorized product images, immutable structure and marks, channel dimensions, brand colors, and exclusions. When inputs are incomplete, the system should report gaps rather than guess.
Acceptance checks
Check product structure, text, people and hands, perspective, reflections, scene logic, crops, rights, and synthetic disclosure, while recording why variants were rejected.
Verification checklist before action
Generate multiple sets from one product brief and measure structural errors and human rework.
Run a bounded trial with non-sensitive samples and retain successes, failures, and human corrections.
Before wider use, name an owner, data boundary, stop condition, and review date.