A team integrated an AI upscaling pipeline into their video processing workflow, testing it on older HD and SD footage to recover detail while avoiding the over-sharpened "AI" look. They found notable differences compared to traditional upscaling methods, particularly with faces, text, and textured scenes. The authors invite feedback on models and approaches that have yielded the best results for video upscaling.