Usually there is not much difference in benefits received as a *G when flying J/F.
However, the airline on which you earned your *G usually has benefits that are not given to other airlines *G,
such as Air Canada which will ask for their top-tier members meal preferences ahead of others.
I have also received a J to F OpUp on TG as a result of having *Gold.