We propose a new similarity measure operating in an abstract space spanned
by properties evaluated at bond critical points defined by the theory of At
oms in Molecules. Consequently, we represent molecules compactly and reliab
ly, extracting the relevant information from their ab initio wave function.
Typical problems of continuous quantum similarity measures are thereby avo
ided. The practical use of this novel method is adequately illustrated via
the Hammett equation for para and meta substituted benzoic acids. On the ba
sis of our definition of distances between molecules in BCP (Bond Critical
Point) space, we are able to reproduce the experimental sequence of aciditi
es determined by the well-known sigma constant of a set of substituted cong
eners. Moreover, our approach points out where the common reactive center o
f the molecules is. Due to these promising results we embark on a research
program systematically addressing further issues outlined in this work. The
generality and feasibility of our approach will enable predictions in medi
cally related QSARs.