We consider a class of random geometric series with an underlying tree-like structure that has a number of applications in statistical physics. Convergence criteria for these series are discussed and consistency with different criteria known to hold in the one-dimensional limit is established. A multiplicative, two-component model of percolation on a Cayley tree is defined and analysed. The order of the percolation transition and certain critical exponents are altered compared to conventional bond percolation.