Aerial Research Intelligence (ARI) is a service that allows search and rescue personnel to expand their options for locating missing persons in a more efficient manner using drone technology and machine learning capabilities. ARI can be used with any small unmanned aerial system that autonomously searches the area around an initial planning point and quickly processes aerial image data to detect people using a trained neural network. Using RGB and thermal video data from sensors on board the drone platform, ARI is able to determine images and GPS locations that indicate the presence of a missing person, which greatly speeds up the human intensive activity of reviewing footage.