In the talk I will review stochastic particle approximations of Boltzmann-like equations and present a novel quantitative error analysis. The convergence result is based on a coupling tailored for the binary collisional dynamics and on Wasserstein concentration inequalities. I will also discuss extension to Genetic Algorithms, and ongoing work on birth-death particle samplers. Joint work with L. Pareschi .