NameSnap Picker changed how I scope AI-assisted UI work. A strong visual direction was useful for exploration, but I still had to define the audience, dominant journey, complete states, and iPhone/iPad decisions before treating the interface as product work. My scoping rule is to separate two deliverables: exploration criteria for generating options and acceptance criteria for the working build. AI can widen the design space; it does not replace product judgment or rendered QA.