This project explores a feature-based geometric simplification strategy for building level representation that integrates climatic, application-based and performance-informed constraints. It identifies performance differential sensitivities of design and representation choices as well as aspects in which design freedom is desirable and when it should be explored hand-in-hand with performance feedback.