A general overview about the usefulness of the theory of fuzzy sets for solving problems in the field of data analysis and analytical reasoning as well as for using neural networks for knowledge processing in analytical chemistry is given. Recent results of the development of intelsystems for automated qualitative analysis in X-ray fluorescence analysis and in ICP-atomic emission spectrosocopy are discussed.