The REVIEW module enables after-the-fact forensic investigations and deep-learning-based synopsis-based review of video that is orders of magnitude faster than standard video review, enabling precision-adjustable pin-pointing of subjects of interest using appearance similarity for people, vehicles and activity; face recognition; license plate recognition; and a broad range of people and vehicle characteristics as search criteria via highly-accurate metadata-based searching.