  We compare two widespread formulations of the mean-field approximation, based
on minimizing an appropriately built mean-field free energy. We use the example
of the antiferromagnetic Ising model to show that one of these formulations
does not guarantee the existence of an underlying variational principle. This
results in a severe failure where straightforward minimization of the
corresponding mean-field free energy leads to incorrect results.
