It is established globally that a healthy maternal diet during pregnancy is important in programming fetal growth and development. The assessment of maternal dietary intake, however, is challenging both in clinical practice and in research studies. The aim of this study was to compare three individual dietary quality scores in early pregnancy based on European, American and World Health Organization (WHO) nutrient recommendations for the identification of suboptimal fetal growth.