Go to the Prime Video website, or check your settings in Prime Video on your device.
I have lived a video ad free life for decades. I am convinced video ads do bad things to our brains. In aggregate, beyond any individual impact they may or may not have.
Ad blockers, ad free YouTube, Kagi, … whatever it takes.