When holding a total of 12 against a dealer's 3, the correct play is to stand. This strategy is based on the dealer's potential to bust, as they must hit until reaching at least 17, and a 3 as their face-up card suggests they have a weaker starting hand. By standing, you preserve your total and take advantage of the dealer's challenging position, maximizing your chances of winning in this scenario.