Add broccoli stems and rice to broth and boil until the rice is almost cooked through, approximately 15 minutes.
Add milk and broccoli flowers. Cook until the broccoli is tender.
Blend the entire mixture in a blender until it is smooth. Season with salt and pepper to taste.