Abstract: A system including: at least one processor; and at least one memory having stored thereon instructions that, when executed by the at least one processor, control the at least one processor to: receive a video file; pre-process the video file to provide a timestamped transcript; sample across the timestamped transcript to generate a plurality of timestamped fragments; analyze the plurality of timestamped fragments to identify a likelihood of each fragment containing a highlight; extract, from the video file, a plurality of video clips corresponding to the fragments having a likelihood of containing a highlight greater than a threshold; and compile the plurality of video clips to generate a highlight video of the video file.