37signals posted a good series on this, including quantitative results.

http://37signals.com/svn/posts/2977-behind-the-scenes-highri...

http://37signals.com/svn/posts/2983-behind-the-scenes-ab-tes...

http://37signals.com/svn/posts/2991-behind-the-scenes-ab-tes...