Forma’s rapid analyses, such as wind and noise, utilise machine learning (ML) to provide near-instantaneous, educated predictions, comparable in accuracy to full-scale analyses, that can be used as pre-analyses for rapid experimentation. With instant access to design impacts, designers are empowered to quickly react to these insights during the design phase, precisely when snap decisions are made. ML models bring these insights closer to the design workflow, providing real-time guidance, after which Forma’s detailed analyses help in more precise verification.