They’re mostly combined with spices, corn, and root-based vegetables. These veggie burgers will taste beany, earthy and a little spicy occasionally. Veggie burgers made from soy or wheat gluten resemble beef burgers. They have a savory, umami flavor and can also taste smoky and sweet.