In this article a new ant clustering algorithm based on case based reasoning (CBR) is presented. Every ant has a case base which is updated iteratively by the process of CBR. The ant which is successful in dropping an item becomes an expert and can use its knowledge for future picked up items. Also expert ants are capable of cooperating to share their knowledge for even better clustering. Our simulation results demonstrated better performance than previous approaches.