Purpose Antenatal care (ANC) is vital to maintain the health of pregnant women and their unborn babies. It was linked to a positive pregnancy experience. However, ANC uptake remained low in Somaliland, and no study has been conducted to assess possible predictors. Hence, the current study aimed to determine the level of ANC utilization and to identify its associated factors in Somaliland. Materials and Methods Somaliland Demographic Health Survey (SLDHS) Data 2020 were used. A weighted sample of 3,192 women aged 15-49 years participated in the study. The survey used a two-stage cluster design for sample selection. Descriptive statistics in the form of frequency and percentage and multilevel multinomial logistic regression analysis were carried out to determine associated factors and statistical significance was declared by p< 0.05. Results The findings showed that 62.4% (95% CI: 60.7-64.1) of the women did not utilize ANC services, while 23.4% (95% CI: 21.9, 24.9) partially utilized and 14.2% (95% CI: 13.0, 15.4) adequately utilized ANC services. The odds of adequately utilizing ANC service decreased by a factor of 0.88 for women aged 35 and above compared to 15 - 24 year old women (AOR= 0.88, 95% CI: 0.61, 1.26). Women with higher educational levels had significantly higher odds (AOR=4.31, 95% CI: 1.54, 12.02) of adequately utilizing ANC compared to those with no formal education. The employment status, marital status, household wealth index, residence and region were also found to be associated with the utilization of Antenatal care. Conclusion The study showed low adequate utilization of ANC services in Somaliland. The variables, including age, education, wealth index, marital status, employment status, residence and region, were significantly associated with ANC utilization. Governmental and non-governmental organizations should enact a strategy with targeted intervention focusing on women from nomadic and rural communities, those from poor households, and low educational levels.