We consider systems of Brownian particles in the space positive definite matrices, which evolve independently apart from some simple interactions. give examples such processes have an integrable structure. These are related to $K$-Bessel functions matrix argument and multivariate generalisations these functions. The latter eigenfunctions a particular quantisation non-Abelian Toda chain.