Homogeneous kinetic equations model the redistribution of energy and momentum in an ensemble of particles which interact in binary collisions. In the original Boltzmann equation, these collisions are fully elastic, i.e., they conserve the total energy and momentum of the two interacting particles precisely. It is then a consequence of Boltzmann's celebrated H-theorem that the ensemble's velocity distribution eventually becomes Gaussian. Over the last decade, inelastic models of various kinds have been introduced. In those, collisions are not fully elastic anymore, e.g. due to interactions with a background heat bath. This leads to a statistical gain and/or loss of the total energy in binary collisions. The stationary velocity distributions become much more interesting: they are stochastic mixtures of stable laws and thus possess fat energy tails. In this talk, we present a probabilistic approach to study the long time behavior in a class of inelastic kinetic models. Our key tools are the classical central limit theorem and a special representation of the Wild sum, which has been introduced recently by Dolera and Regazzini. This is joint work with Federico Bassetti (UNIPV) and Lucia Ladelli (POLIMI).