How to work through it
For AI Clothes Changer, define the viewer, decision, supportable message, authorized source material, destination, and named reviewer before selecting a production method. Before approval, preserve the control log, and ask the delivery owner to record reversal cost before the editorial approval.
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. Before approval, preserve the claim inventory, and ask the factual editor to record temporal order before the production checkpoint.
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. Before revision, preserve the failure note, and ask the accessibility reviewer to record identity consent before the acceptance review.
Separate evidence gathering, concept, script, shot planning, asset creation, assembly, factual review, craft review, disclosure, and delivery. Each stage should expose what remains unverified. During review, preserve the input snapshot, and ask the accessibility reviewer to record camera logic before the editorial approval.
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 checkpoint, preserve the review copy, and ask the claims reviewer to record failure conditions before the scope confirmation.
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 checkpoint, preserve the handoff draft, and ask the brand reviewer to record claim scope before the final sign-off.
