The segments that Elles had applied were based on rules. For example, if someone had bought gold products, they would appear again in the mailings. This will apply to a number of customers, but customer behavior is often much more complex. There are four dimensions to which Lucardi can become more relevant: informative, moment, price and product. By analyzing information about customers, products, transactions and demographics, we have defined customer groups with a clustering algorithm.