My furnaces are Goodman and one has been in place for about 20 years, the second was replaced a few years later. When I called around to get someone to check the installation of the first (I did that, just wanted to make sure it was OK), all I heard from the HVAC contractors was that Goodman was crap they use crap sheet metal, bad parts, the warranty sucks, etc. All, except one. He was perfectly willing to check it and I was happy to pay his price since I was able to see what he did. WRT the other comments, they're all BS. As far as the parts, they use Robert Shaw control boards, as do almost every other brands and the warranty has no holes in it- in fact, the source I used (Alpine Home Air) doubles the heat exchanger warranty to 20 years. They also have a contractor finder, for anyone who doesn't want to do it or finds themselves over their head.
I have replaced one part in the time since I bought these furnaces- the vacuum switch in the first furnace. Mine did the same thing (inducer started, ran for a while and stopped) but it wasn't the switch, it was the rubber line connecting the blower housing to the switch. Since their furnaces have a red LED status indicator, I was able to count the flashes, look at the sheet that's on the cover panel and check for the problem. I was going to check the switch, but the hose fell off, so I cut the end more cleanly and slid it on- still working, ten years later.
Check out the Alpine Home Air site and check the contractor finder.