Esports One began in 2017 to enhance the esports fan experience through stats and analytics. We spent the first year at MIT building an automated computer vision with semi-machine learning features capable of capturing and analyzing thousands of live-stream data points in real-time. We compiled and manipulated every team, player, and tournament data point we could find, going back as far as 2010. While the Esports One of 2017 (known initially as Esportsology) looks much different now than it did back then, our esports data has remained the backbone of who we are today.