Ok pictures as promised. I used my SNES because it was closest at hand. The Neo Geo is going to be pretty cut off I'd imagine so I'll continue using it with my PVM (hurray for underscan!).
Honestly, the pictures my camera took make the screen look pretty bad, but it doesn't look that way in...