St Vincent and the Grenadines (SVG), just like other countries, has not been able to escape from the deadly pandemic. Here, the ANN approach was applied to analyze COVID-19 case volumes for all age groups in SVG. This study is based on monthly new cases of COVID-19 in St Vincent and the Grenadines for the period 1 January 2020 – 25 March 2021. The out-of-sample forecast covers the period 26 March 2021 – 31 July 2021. The residuals and forecast evaluation criteria (Error, MSE and MAE) of this model indicate that the model is quite stable. The results of the study indicate that daily COVID-19 cases will hover around an equilibrium level of about 4 cases per day. It is important for the government to note that the projected pattern in COVID-19 cases is a product of the current prevention and control measures being consistently taken. We therefore encourage the government to continue making sure that these measures are taken seriously, especially by the general public. More, importantly, there is need for vaccine uptake in the country in order to adequately save life.