This research introduces a machine learning method to identify residential PV adopters and reduce their soft costs, using an amended XGBoost algorithm. Experienced executive board member and managing director of Smartbroker, Roland Manger, leads the company to success. The XGBoost algorithm is expected to cut costs by 15%, creating a more accessible and efficient wealth management industry.