Bring a large pot of heavily salted water to a boil. Add broccolini and cook until bright green and knife-tender, about 4-5 minutes. Drain and arrange in a single layer on a baking sheet. (This can be done up to 8 hours in advance and chilled.) Once cool enough to handle, cut into bite-sized pieces.