  We characterize operationally meaningful quantum gains in a paradigmatic
model of lossless multiple-phase interferometry and stress insufficiency of the
analysis based solely on the concept of quantum Fisher information. We show
that the advantage of the optimal simultaneous estimation scheme amounts to a
constant factor improvement when compared with schemes where each phase is
estimated separately -- contrary to a widely cited results claiming a better
precision scaling in terms of the number of phases involved.
