  We study gradient bounds and other functional inequalities for the diffusion
semigroup generated by Kolmogorov type operators. The focus is on two different
methods: coupling techniques and generalized $\Gamma$-calculus techniques. The
advantages and drawbacks of each of these methods are discussed.
