I think there was a thread in the Strategy forum which told you the exact maintenance cost for each unit the game goes on.
I believe it is based on how many units do you have and the number of turns: the more turns and more units, the higher the cost for each unit.
If I remember correctly, I think my maintenance costs were about 3 or 4 gold per unit in 1800-1850 AD.