A theorem is proved which establishes the existence of approximations to analytic functions, f(A), of a general square matrix A. For the particular function exp (A) it is shown that three general classes of approximants, namely Bernstein polynomial approximants, truncated power series approximants and Padé approximants, satisfy the conditions of the theorem.