A recommender system is presented using a stereotyping model to create tourist classes in order to match up users with other user profiles according to the gender, age and tourism preferences. The prototype permits suggest points of interest and create a route planning in a city destination when users are classified in a category. This approach is implemented as a tourist tool called 10signals which offers personalized city tours in Cartagena, Colombia.