In this paper, we propose efficient new algorithms for multi-dimensional multi-point evaluation and interpolation on certain subsets of so called tensor product grids. These point-sets naturally occur in the design of efficient multiplication algorithms for finitedimensional C-algebras of the form A = C[x 1 , , x n ]/I, where I is generated by monomials of the form x 1 i1 x n in ; one particularly important example is the algebra of truncated power seriesSimilarly to what is known for multi-point evaluation and interpolation in the univariate case, our algorithms have quasi-linear time complexity. As a known consequence [Sch05], we obtain fast multiplication algorithms for algebras A of the above form.