Capital Markets are drowning in data - there is too much to digest and too many tools to analyse. Not all of them can be looked at manually. As a result, 80% of useful information, which could have generated alpha or caught a downside risk, gets overlooked. Auquan is transforming investment research, using self-assembling knowledge graphs, to simultaneously accelerate research time from weeks to hours, while expanding the overall data coverage available to an investment team. We're the first integrated research platform for capital markets that supports an interconnected central repository for external and internal data (including time series, text, emails, docs, news, research, transcripts, reports and more). We allow users to search across millions of entities in the knowledge graph, including themes and topics that other databases do not support, analyse data within the platform, share it across teams and reference for future use, replacing multiple research tools as "the only research tool" to look at.