Thought networking as a consumer-directed approach that leverages consumers in a novel way. Under this framework, semantic networks are constructed in real time, based directly on consumer interactions. As software agents interact with the semantic data and the Web, formerly unstructured sources are annotated with the semantics that are provided by consumers. In this way, consumer-directed semantic networking can provide a wealth of knowledge models and semantically annotated content to build the Semantic Web.