Artificial intelligence has changed how bathroom renovations begin. Instead of relying entirely on material samples, sketches, and disconnected inspiration images, homeowners and design teams can now upload a photograph, enter room dimensions, select a style, and generate multiple bathroom concepts within minutes. The best AI bathroom design workflow, however, is not simply the tool that produces the most attractive image. A useful platform must help users evaluate layout, fi