How to work through it
For AI Clothes Changes, define the viewer, decision, supportable message, authorized source material, destination, and named reviewer before selecting a production method. For the named reviewer, preserve the rights memo, and ask the factual editor to record camera logic before the production checkpoint.
Use the same inputs, review dimensions, and stopping rules for every candidate. Record tradeoffs separately from availability so a promising test is not mistaken for verified product support. For the named reviewer, preserve the test fixture, and ask the delivery owner to record human approval before the editorial approval.
Use authorized source images, document model consent, and define which garment attributes must remain faithful, including color, cut, texture, fit, and included items. Reject sexualized or deceptive transformations, preserve age-appropriate presentation, and label illustrative output so a visualization is not mistaken for measured fit or a product guarantee. Record the acceptance decision, evidence gap, reviewer, and next verification trigger in the handoff. For this decision, preserve the control log, and ask the workflow owner to record destination fit before the scope confirmation.
Separate evidence gathering, concept, script, shot planning, asset creation, assembly, factual review, craft review, disclosure, and delivery. Each stage should expose what remains unverified. For the named reviewer, preserve the authorization record, and ask the policy reviewer to record revision intent before the controlled revision.
Confirm message clarity, source fidelity, rights, accessibility, channel fit, and an accurate call to action. Do not promise engagement, conversion, approval, or automatic publishing. At this stage, preserve the authorization record, and ask the rights reviewer to record destination fit before the workflow transfer.
No affirmative product, model, customer, or performance claim is established by the supplied evidence. Record the source, verification date, claim scope, unresolved gap, and the decision that the evidence can support. Search demand must never be reused as capability proof. At this stage, preserve the claim inventory, and ask the model evaluator to record control availability before the workflow transfer.
