IIT Roorkee has developed a new artificial intelligence framework that enables the translation of detailed textual descriptions into professional-quality fashion sketches. Built around the FLORA dataset and the NeRA adapter, the research addresses limitations in existing AI tools and supports more precise, expressive and sustainable design workflows across fashion, retail and allied creative industries.