Many different basic procedures, as for example the duo-trio test, were frequently used to compare products and determine if one was different from another. Nevertheless, the definition of food characteristics by sensory analysis is important to establish the specificity or typicality of the products. Then profiling tests appeared allowing to characterize the differences perceived between samples. Traditional evaluation of sensory characteristics of food products consists of establishing sensory profiles. The complexity of the tasks asked to the panel increased and longer training periods together with more complex statistical analyses were required. Moreover, training does not always improve a panel’s ability to discriminate between products (Chollet & Valentin, 2001). Free-choice profiling might be an alternative because it is more rapid (assessors use their own descriptors) but direct comparisons of products are sometimes difficult. Piombino, Nicklaus, Lefur, Moio, and Le Que ́re ́ (2004) proposed a two-step strategy for the rapid selection of food samples with given flavour characteristics. They wanted to select wines with berry flavours. Firstly the authors performed a sorting test on a large number of wines. This test was conducted with inexperienced jury and was followed by a free description of the criteria used to sort the products. A subset of the studied products was selected, on the basis of their fruity notes, and a qualitative descriptive analysis was then performed with a trained jury. This approach can be used successfully as an exploratory and qualitative tool to be followed by a more traditional descriptive analysis.