How to work through it
For AI Outfit Swapper, define the viewer, decision, supportable message, authorized source material, destination, and named reviewer before selecting a production method. While evidence is current, preserve the rights memo, and ask the channel editor to record input provenance before the evidence refresh.
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. While evidence is current, preserve the test fixture, and ask the brand reviewer to record failure conditions before the delivery pass.
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. While evidence is current, preserve the control log, and ask the delivery owner to record reversal cost before the final sign-off.
Separate evidence gathering, concept, script, shot planning, asset creation, assembly, factual review, craft review, disclosure, and delivery. Each stage should expose what remains unverified. Before moving on, preserve the authorization record, and ask the identity reviewer to record evidence freshness before the delivery pass.
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 the working record, preserve the authorization record, and ask the model evaluator to record human approval before the acceptance review.
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 the working record, preserve the claim inventory, and ask the creative lead to record source fidelity before the fallback decision.
