We show that the spectrum of fundamental particles of matter and their symmetries canbe encoded in a finite quantum geometry equipped with a supplementary structure connected withthe quark-lepton symmetry. The occurrence of the exceptional quantum geometry for the descriptionof the standard model with 3 generations is suggested. We discuss the field theoretical aspect of thisapproach taking into account the theory of connections on the corresponding Jordan modules.