As you can see from the images here, they will produce the same physical controllers, mini-arcade, and Go version for the Atari setup; you'll just have a very different set of games to choose from ...
The upcoming Atari GameStation Go sets itself apart ... teeth after 1990 or so might not remember an era when arcade and home console games often relied on controls that went beyond the usual ...