How to work through it
For Custom Outfit Generator AI, define the viewer, decision, supportable message, authorized source material, destination, and named reviewer before selecting a production method. For a reversible workflow, preserve the decision history, and ask the model evaluator to record evidence freshness 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. For a reversible workflow, preserve the reference set, and ask the production lead to record failure conditions 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. For this decision, preserve the test fixture, and ask the claims reviewer to record evidence freshness before the controlled revision.
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 reference set, and ask the accessibility reviewer to record input provenance 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. At this stage, preserve the reference set, and ask the continuity editor to record temporal order before the release 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. At this stage, preserve the rights memo, and ask the continuity editor to record failure conditions before the production checkpoint.
