A method of performing an integrity check on a plurality of video surveillance cameras includes retrieving a recent video frame from each of the plurality of video surveillance cameras, determining a integrity score for each of the recent video frames and determining which of the integrity scores failed to meet a predetermined criteria. When at least one of the integrity scores fails to meet the predetermined criteria, an integrity check report is created that includes an camera identifier along with the recent video frame for each of the plurality of video surveillance cameras that had a recent video frame with an integrity score that failed to meet the predetermined criteria. The integrity check report is displayed to a user for manual verification.