Jade-i has developed an innovative tool to measure client satisfaction in the point of sales, right after payment. The tool allows one to continuously monitor clients’ satisfaction in each point of sale on several criteria. It is then possible to uncover the link between turnover evolution and clients’ perceptions at the level of the point of sales. This was done using machine learning techniques (random forests).