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Video Analytics (VA) automates and aids intelligent decision making in video surveillance applications. A video security system combines sophisticated video analytics with the oversight and judgment of human operators to save lives and critical resources. The complexity of the user experience and the range of deployments of VA make testing particularly challenging. Trade-offs between functional tests and focused usability tests are used to build a case for trustworthiness. This paper describes a method for validating video analytics for use in mission critical applications.