A new class of concepts called 'Conceptual Transformers' is defined and illustrated with the help of examples. The knowledge structure to represent this class of concepts is detailed. The role of these transformers, in clustering of objects using a semantic measure is looked into. Salient features of this class are examined and illustrated. An example from real-world to depict Transformer-based Semantic Clustering is given.