User centric interaction is an essential requirement in many types of web related applications. Always a basic expectation from the user is that the web interaction must be self-organizing and evolving in an organized pattern as the user interest progresses. This paper addresses such an expectation with an ontology pattern based Knowledge Advantage Machine [KAM]. It illustrates how this KAM system leads to the determination of a reliable context as the knowledge discovery is taking place.