RenovAIte is an ambitious project in a vital field for the world’s journey toward climate neutrality. The possible impact of the project results in the construction industry is enormous. This potential is an essential motivation for all project partners to contribute to the outcome. The possibility of applying our AI knowledge to a new domain and testing predeveloped methodologies on new problems is scientifically important for OFFIS. It is a welcome challenge to our knowledge, adaptability, and the performance of scientific results in real-life applications. The bonus of being a French-German project allows the partners to exchange ideas, technologies, and expertise. This reduces the risk of the project results becoming island solutions that only work on one specific use case in a particular company and increases the possibility of adaption throughout the EU.