The names generated are based on authentic Roman naming conventions and historical records from the Roman Empire. They incorporate traditional elements like Latin roots, common suffixes (-ius, -us for males, -ia for females), and family name structures used by ancient Romans. The generator draws from a database of verified Roman names, including those of famous historical figures, noble families, and common citizens from different periods of Roman history.