Machine learning has been widely applied to legal problems for over two decades, most recently through an iterative learning process called predictive coding. At DISCO we have developed the first commercially available predictive coding based on deep learning for text. In this talk, I will describe DISCO's approach to predictive coding, including the neural architecture and the methods that make it work fast and effectively in a production environment.