While AI Video Upscaling Apps strive to maintain the quality of the videos, there might be a slight loss in quality during the upscaling process due to the interpolation and extrapolation of missing details. However, the app's algorithm aims to minimize any noticeable quality degradation, providing an overall improved video output.