It's per party, so if party A gets a drop, party B's heroes wont be eligible to auto-equip loot from that party.
It's also not a very intelligent auto-equip, more so meant for getting the first few items on a hero and then you'll turn it off and min/max the specific stats/items you want on a Hero.