Providing temporary use of non-downloadable cloud-based software for for the purpose of reviewing the quality of audio-visual content; Providing temporary use of non-downloadable cloud-based software for users to add comments and annotations to audio-visual content; Providing temporary use of non-downloadable cloud-based software for for the user that facilitates the analysis of various properties and faults of the content, such as colors, video pixelation, dropouts, video freezes, loudness, audio silence, etc., through a diverse set of graphs and visualizations; Providing temporary use of non-downloadable cloud-based software for users to approve or reject the media content for delivery or playout on a network; Software as a service (SAAS) services featuring software for content quality review and management