The Dreamcast was a marvelous system, but they again botched the release, and the looming menace of the PS2 killed off a lot of anticipation and sales for it, especially in Japan..
Actually, the one thing they did right with the Dreamcast was the release.
Sega have no trouble making a good console, but one that would sell is another story.