Abstract Background Antenatal care (ANC) and maternal education are important determinants for maternal and newborn health outcomes. Understanding the impact of maternal education on ANC is crucial. Purpose To examine the association between maternal education and ANC attendance. Methods A retrospective cohort study utilized nationwide electronic medical birth registry data (2020-2022) in Georgia. the study includes pregnant women and their newborns. A randomized sample was selected, and extracted variables included maternal age, parity, body mass index, education, year of delivery, gestational age, infant sex, Apgar score, birth weight, delivery type, and newborn status. Statistical analysis via IBM SPSS v23 involved chi-square, t-tests, and logistic regression. Results The sample size contains 4976 mothers after excluding cases with missing data (n = 25). The mean maternal age was 30.5 years (SD = 5.4), with a mean BMI of 28.0(SD = 4.8), and the mean gestational week was 38.4(SD = 2.0), with a mean birth weight of 3263.0 (SD = 568.0) grams. Highly educated women had more than 3 times higher odds (OR = 3.636,95%CI:2.575-5.134) of having at least one ANC visit compared to those with Unknown education. primiparous women had significantly higher odds of having at least one ANC visit compared to Multiparous women, OR = 1.519, (95%CI:1.081-2.135). The chi-square test showed significant difference between ANC visits and the number of liveborn/stillborn (χ² = 53.026, p < .001). Moreover, there was a significant association between birth weight categories and ANC visits (χ² = 167.095, p < .001). Conclusions Our study emphasizes the role of education in improving access to ANC among women with low education levels. We can increase ANC visits and improve maternal and newborn health outcomes by focusing educational efforts on pregnant women. Additionally, focusing on high-risk populations, and using tailored interventions can further improve ANC attendance along with maternal and neonatal health. Key messages • Boosting ANC access and improving maternal and neonatal health by tailored community programs. • Conservative communities and underrepresented communities require additional resources to promote tailored healthcare. and extra effort in education about ANC.