Can large language models help designers move faster without sacrificing human centrality? Researchers from CNR-ISTI and University College Dublin are exploring how large language models can support the rapid creation and refinement of industrial graphical user interfaces through a case study involving the Italian railway operator Trenord, helping development teams move more quickly from textual requirements to interactive mockups, while keeping humans at the centre of the design process.