Suggestions on enhancing the approach to elaborating recommendations about improving alternatives, which are to be chosen, on the base of the Analytic Hierarchy Process, and those on supplementing the recommender system based on this approach, are made in the paper. These suggestions are aimed both at implementing various options for recommendations about actual betterment of alternatives and at justifying possible satisfactory choices. Within the latter, possibilities related to fixing inconsistencies in the initial pairwise comparison matrices are discussed and illustrated.