Crossbows do not fare as effectively against plate armor as video games make you believe. They fire slowly (2rpm) and only work up close; they're only going to be effective in a mass group of crossbowmen standing in a prepared defensive position, otherwise it will be a very short and one sided battle.

Most peasants could not afford crossbows. There might be an exception, or in small towns with traders equipping mercenaries