Some broccoli types will taste more bitter than others, plus older broccoli might be bitter even if the type is not normally bitter. To prevent bitterness you can freeze broccoli florets beforehand or blanch them before using. To blanch broccoli, boil some water in a medium pot and place the florets into the boiling water for 30-60 sends. Rinse and use in soup!