BACKGROUND: Universal antiretroviral therapy (ART) has led to improved treatment outcomes in persons living with HIV. Adherence to ART is required to achieve viral suppression. Real-time medication monitoring (RTMM)-based digital adherence tools (DATs) could be effective in improving ART adherence and viral suppression in persons living with HIV. OBJECTIVES: The primary and secondary objectives of this review were to assess the effect of RTMM-based DATs on improving ART adherence and viral load suppression. METHODS: We searched MEDLINE, Embase, and Global Health for publications published through October 11, 2022. Narrative synthesis and random effects meta-analyses were conducted to synthesize the results. RESULTS: Of 638 papers identified, 8 were included. Six studies were randomized controlled trials (RCTs), and 2 were cohort studies. Two studies, an RCT in China (mean adherence: 96.2% vs 89.1%) and a crossover cohort study in Uganda (mean adherence: 84% vs 93%), demonstrated improved ART adherence. No studies demonstrated improved viral suppression. In the meta-analyses, we estimated that RTMM-based digital adherence tools had a statistically insignificant small positive effect on ART adherence and viral suppression with a standardized mean difference of 0.1922 [95% CI: -0.0268 to 0.4112, P-value: 0.0854] and viral suppression with an odds ratio of 1.3148 [95% CI: 0.9199 to 1.8791, P-value: 0.1331]. CONCLUSIONS: Our meta-analyses found that RTMM-based DATs did not have a significant effect on ART adherence and viral suppression. However, due to few published studies available, heterogeneity of target populations, intervention designs, and adherence measurement instruments, more data are required to provide conclusive evidence.