Fig 1. When the phylogenetic tree is ultrametric, clustering is trivial.

For a threshold α, cut the tree at $\frac{\alpha }{2}$ height (A). When the tree is not ultrametric, it is not obvious how to cluster leaves (B). In both cases, a set of cut edges defines a clustering.