According to some quick googling, Psoralea pinnata (correct spelling) tends to lose its lower branches over time, becoming more tree-like. Without more information from you, however, we really cannot help determine what else might be wrong with your plants.

The landscaper was wrong that these woody, evergreen shrubs/trees only live for two years.