A chai tea latte is a caffeine containing coffee alternative. A chai tea latte is typically made with warm milk, black tea, sweetener and a combination of ginger, peppercorns, cinnamon and cardamom. It is an alternative to coffee and coffee drinks, because black tea contains caffeine.