For a function ϕ non-negative on the interval [0, 1], the power mean of order α = 0 is defined by the equality Mαϕ(t) = 1 t t 0 ϕ α (u) du 1/α , 0 < t ≤ 1. We consider the class RH α,β (B) of functions ϕ satisfying the reverse Hölder inequality M β ϕ ≤ B · Mαϕ at some α < β, α · β = 0, B > 1. The sharp estimates for the summability exponents of the compositions of power means are established. As a result, we determine the properties of self-improvement of the summability exponents of functions from RH α,β (B).Keywords. Power means, property of self-improvement of the summability exponents, reverse Hölder inequality.