Pumpkin Bread Let's get serious. This is Pumpkin Pound Cake, not bread. My latest pound cake recipe offers bold fall flavors like pumpkin and maple, layered with thick ribbons of chocolate ganache. Now who wants a slice? If it makes you feel better, go ahead and call this pumpkin bread.