Add broccoli to a heavy-bottomed pot. Cover with water and drizzle in about 2 tablespoons of olive oil.
Cut florets off each bunch of broccoli, taking care to cut florets into similar sizes as much as possible for even cooking. Clean stalks with a vegetable peeler to remove any stems or leaves. Cut upper part of stalk closet to florets into 1-inch thick slices.