Perennial plants don't provide the same nutritional yields. Annuals put all their energy into making fruits/seeds that can be harvested. Things like potatoes or onions don't put all their energy into seeds, but they do put a lot into their roots and that's what's harvested.

We need more biodiversity, but we can start by not having brain dead landscaping dictated by office suits.