software for generating visual representations of semantic relationships among documents; Computer programming and software design; software for generating similarity matrices and filtering large datasets of documents; software for generating automated reports, briefs, and summaries from large collections of documents; software for processing and analyzing textual, audio, and visual content; computer services; computer software for embedding content from documents as machine-learning-document vectors for filtering and/or visualization; applications that facilitate the creation, modification, and visualization of document vectors