A system, method and various user interfaces enable visually browsing multiple groups of video recommendations. A group of video recommendations includes a central video and a set of related videos displayed at its corresponding display distance from the central video and from each other. The corresponding display distance of a video is calculated as a function of the video's recommendation score and correlation with other videos of the group. The recommendation score is generated based on a weighted covisitation measure. Visually presenting recommended videos to a user provides a quick and intuitive way to find videos of interest and visualize the browsing of the recommended videos.