Never used chips before but I have to say I find them a big improvement over the game cards. Much faster game play, less intrusive on the table top and the ability to stir the contents of the draw bag between each chip appears to give a better random effect, without messing around shuffling cards between turns.
Shout out to Captain Reid for suggesting them!