In this chapter we combine theory from ontologies, case base reasoning and fuzzy algebra to construct a novel framework for semantic-enabled information access. This framework is able to provide a comprehensive and effective way for the development of semantic information retrieval systems aimed to serve specific domains and operate in under specific contexts. In order to facilitate readers and also demonstrate the effectiveness of the proposed framework the theory is presented through a real life application in the electricity market domain.