KiteEdge is building the next generation of enterprise search. Our SAAS Platform, APEX, consumes financial research - produced by both independent researchers and the large financial institutes - and co-mingles with news, internal documents, emails, and other forms of content. Content is indexed and processed by our semantic analysis engine (NLP & modified Okapi algorithms) to build industry data and relationship models in the form of knowledge graphs. These graphs are used to facilitate machine augmented intelligence that helps with the decision making process. Benefits move beyond productivity and finding insight to include: simplified MiFID II compliance reporting; research consumption metrics for vendor management/strategic decision making; improved research evaluation/bench-marking capabilities; and critically, the discovery and interpretation of new relationships that can help individuals/teams to create alpha.