The secret of moist banana bread lies in both the ingredients and techniques used. Begin with over-ripe bananas for a pronounced banana flavor and greater natural sweetness. Mash them thoroughly for consistency in the batter. Using dark brown sugar and vanilla extract can imbue your loaf with rich, caramel-like flavors while enhancing moistness.