Allows for fast and efficient A.I. processing of video streams, deployable to small, field-mounted edge devices. This reliable application has many features for deploying multiple types of computer vision projects. It includes a dedicated web portal for users to view the live stream, recorded videos, output data, and more. This application does not require internet access and can be deployed in remote locations or highly isolated/secure networks.