This paper illustrates a novel technique based on FuTly Logic (FL) that allows both the prediction of pharmacological activity and the development of new compounds, showing a direction that is promising. The technique is based on the extraction of a fuzzy knowledge base. The paper gives two significant examples, which show that, by using the proposed technique, it is possible to predict the pha...