How to work through it
For AI Dress Changer, define the viewer, decision, supportable message, authorized source material, destination, and named reviewer before selecting a production method. For the named reviewer, preserve the failure note, and ask the brand reviewer to record human approval before the rights check.
Name the audience, source materials, creative constraints, reviewer, and delivery condition first. This makes the workflow actionable without assuming that a product will automate every step. For the named reviewer, preserve the brief version, and ask the channel editor to record source fidelity before the rights check.
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. At this stage, preserve the continuity note, and ask the policy reviewer to record camera logic before the reversible handoff.
Separate evidence gathering, concept, script, shot planning, asset creation, assembly, factual review, craft review, disclosure, and delivery. Each stage should expose what remains unverified. In the decision log, preserve the continuity note, and ask the brand reviewer to record visible continuity before the dated decision.
Confirm message clarity, source fidelity, rights, accessibility, channel fit, and an accurate call to action. Do not promise engagement, conversion, approval, or automatic publishing. For this decision, preserve the brief version, and ask the continuity editor to record control availability before the bounded test.
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. For this decision, preserve the input snapshot, and ask the workflow owner to record identity consent before the editorial approval.
