Thoughtly is a machine learning startup whose core capabilities help clients understand large amounts of text in real time. Ellipse (the core platform) analyzes, visualizes and summarizes text. It allows non-technical professionals and researchers to upload hundreds of documents to quickly assess and summarize content that may be relevant.