Caterpillars: Both moths and butterflies are caterpillars in the larval stage, and many moth caterpillars can be described as fuzzy, although not all. No butterfly caterpillars are considered fuzzy. ... Butterflies create a chrysalis, which is hard, smooth and is not silky. Not all moths create a cocoon though.