Context
The assignment
Image generation becomes useful when the contract is stricter than the prompt. These tools define required inputs, fixed output views, identity invariants, and visual QA checkpoints for ecommerce production.
Selected decisions
Lock the subject
Face, body, proportions, garment design, fit, and footwear are treated as invariants across every generated view.
Fixed deliverables
Front, back, upper, and lower views remove ambiguity and make each run comparable to the last.
Separate the jobs
Outfit fitting, garment extraction, and editorial transfer remain distinct workflows with different source requirements.
Outcome