I think I would try to pump at least a couple of weeks before your baby is due. I didn't want to pump too far in advance, but we adopted, so we didn't know if the baby would be ours or not. If I had done surrogacy, I probably would have tried to start pumping at least 2-4 weeks before the baby was born to try for a full supply for them.
Good luck!
Jennifer