Abstract. An important portion of the current research in Description Logics is devoted to the expansion of the reasoning services and the developement of algorithms that can adequatedly perform so-called non-standard reasoning. Applications of non-standard reasoning services cover a wide selection of areas such as access control, agent negotiation, or uncertainty reasoning, to name just a few. In this paper we show that some of these non-standard inferences can be seen as the computation of a sum of products, where “sum” and “product” are the two operators of a bimonoid. We then show how the main ideas of automata-based axiompinpointing, combined with weighted model counting, yield a generic method for computing sums-of-products over arbitrary bimonoids.