This document discusses using a social machine approach to facilitate inner-organizational knowledge transfer through a knowledge transfer manager, ontology-based knowledge base, and crowdsourced ontology on a linked data platform. Visualization tools reveal socio-technical potentials for knowledge transfer within organizations.