Amazon only offers certain TV shows and movies that can be streamed unlimitedly. You'll need to pay for each piece of media, including brand-new movies or episodes that have been broadcast recently. Amazon marks unlimited streaming movies and shows with a Prime graphic at the top of each box art. Everything else is pay as you go.
