This thesis discusses the KrdWrd Project. The Project goals are to provide tools and infrastructure for acquisition, visual annotation, merging and storage of Web pages as parts of bigger corpora, and to develop a classification engine that learns to automatically annotate pages, operate on the visual rendering of pages, and provide visual tools for inspection of results.