How is AP more effective against Armor than without Armor

[Ghost of Rom]

I don't think armor piercers are more effective versus armored units than the same exact unit without armor. But when it come down to the best use of your florins, you do try to avoid matchups that give your enemy large bonus's. Ie (cav vrs halberd).