This study delves into the realm of learning from tutoring and extends existing research by introducing augmented concept mapping as an innovative strategy to enhance peer learning in preparing for tutoring. The paper provides a concise overview of the current design of pedagogically augmented concept maps and their integration with Semantic Web and derived technologies for the iterative development of knowledge maps. This research represents an ongoing endeavour with the primary objective of developing graphical organisers to support student tutors in designing tutoring plans before actual tutorials in the form of concept maps and knowledge maps. It serves a dual purpose, aiming to facilitate individual tutor learning and promote collective knowledge construction. The main contribution of this presentation lies not only in the potential for synthesising concept mapping and semantic knowledge mapping, but also in the integration of content learning, such as the domain of hydrology in this study, with dialogical tutoring interaction during peer tutoring preparation