It is beneficial to drink soy milk in moderation during pregnancy because soy milk is rich in protein, fat, vitamins and minerals, which helps provide the nutrients and energy needed by the body. The following are some soy milks that you can drink during pregnancy: 1. Soy milk: Soybeans are the most commonly used soy milk.