This document discusses a new whole-genome based method for constructing phylogenetic trees of prokaryotes without sequence alignment. The method involves using the frequency distribution of k-tuples in complete proteomes to define compositional vectors for each species, and calculating distances between vectors to build trees. Tests recovered accepted relationships from rRNA trees and Bergey's Manual. The approach avoids issues with aligning whole genomes and is independent of genome size and gene content.