Methods, non-transitory computer readable media, audit management apparatuses, and audit management systems that execute an automated test script comprising a plurality of script instructions corresponding to one or more step changes or one or more action changes performed with respect to a web site. A snapshot of at least a portion of a web page of the web site is generated for each of the step changes and each of the action changes. One or more semantic attributes are obtained and associated with each of the snapshots. One or more rules are applied to the semantic attributes to generate one or more issues associated with each of the snapshots. A selection of one of the step changes or one of the action changes is received. A subset of the issues and one of the snapshots corresponding to the selected step change or action change are output to a display device.