Most "the AI ruined my product" complaints are photo problems. The logo melts, the bottle turns from teal to green, the shoe grows an extra stripe. Usually the input is one busy lifestyle shot, or five photos taken in five different lights. I build RefVid , which turns product photos into video with reference-to-video models such as Kling Omni. We shoot many test sets for invented products (a serum called LUMEN, a shoe called AERO 1). This is what works with a phone and a kitchen table. ...