Why do AI videos of women's clothing always go wrong? The problem is not the prompts - the women's clothing video Skill locks down five variables first!

1. What the Skill does The Skill organises women's clothing product images, a motion reference video and the Amazon product display context into an executable video generation package. It reliably produces the confirmed key visual, motion timeline, reference image mapping, prompts, a platform-specific handover checklist and acceptance criteria for the finished video. 2. What you need to prepare beforehand Clear women's clothing product images, a playable motion reference video, plus platform, marketplace, product category and display placement. The currently confirmed context is Amazon.com, Women's Dresses, listing product video. 3. How it works It first verifies the materials and the platform context, then confirms the model baseline, the key visual with the outfit change and the motion timeline. Next it generates the bilingual timeline, video prompts, negative constraints, reference image slot mapping and the platform operations list, and finally archives and delivers according to the acceptance criteria for the finished video. 4. Two modes of use Quick generation mode. When the product image, motion video and platform context are complete, once the key elements are mapped a video package ready to submit to the content generation platform is formed directly. Standard confirmation mode. Material mapping, key visual and motion timeline are confirmed one by one, and only then is the full handover package generated. This suits product videos with higher requirements for clothing consistency, character continuity and platform display standards. 5. Boundaries that must be made clear The reference video only inherits motion, expression and camera rhythm, never the people, clothing or scene from the original video. The clothing details in the product image must stay consistent. Logging in, generating, paying, uploading and publishing are done by the user themselves on the content generation platform; the actual review outcome is determined by the submission page.