We construct a new class of semigroups of completely positive maps on $\Cal B(H)$ which can be decomposed into an infinite tensor product of such semigroups. Under suitable hypotheses, the minimal dilations of these semigroups to $E_0$-semigroups are pure, and have no normal invariant states. Concrete examples are discussed in some detail.