The present disclosure provides a system that automatically analyzes telemetric data, biometric data, and other data associated with a gameplay session to identify events occurring during the gameplay session. The telemetric data is generated by the game application during the gameplay session. The biometric data can be generated by input devices and can generate data associated with the user. The system can be configured to identify the segments associated with recorded gameplay events from the gameplay session and use the gameplay data associated with the events to create and output video data for a gameplay segment.