A good rule of thumb is definitely the larger the speaker, the longer the battery life. But this isn’t always true, factors like more updated Bluetooth firmware versions can significantly affect power performance, and also a large Bluetooth 4.0 speaker might not past as long while you’d count on relative to some medium-sized Bluetooth five.