Cluster analysis is an area of research never out of fashion, as clustering represents an action that we may have to treat at every single step of our lives. An action whose results are always desired to be improved, to be finer tuned. In present paper, a fuzzy clustering engine developed through the means of evolutionary computation is proposed. The model correctly classifies 80% of the cases.