A family of production workflows for fitting referenced outfits, extracting garments, and translating approved ecommerce characters into editorial sessions.
A strict production contract gives generative tools enough freedom to remain faithful.
Governing entities
The MeasureThe HoldThe Passage
Workflow design · AI tooling
Measure / Hold / Passage005
The contract survives the transformation.
A strict production contract gives generative tools enough freedom to remain faithful.
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
01
Lock the subject
Face, body, proportions, garment design, fit, and footwear are treated as invariants across every generated view.
02
Fixed deliverables
Front, back, upper, and lower views remove ambiguity and make each run comparable to the last.
03
Separate the jobs
Outfit fitting, garment extraction, and editorial transfer remain distinct workflows with different source requirements.
Outcome
Repeatable image-production contracts that preserve subject identity and garment fidelity.
