We provide model-based estimates of COVID-19 in India for the period March 1 to 15, 2020, to assist further in government’s continued efforts in containing the spread. During this period, our results indicate COVID-19 numbers in India might be between 9225 to 44265 if there was a community-level spread under three different scenarios (two likely and one unlikely). As observed in other countries the majority of them would not need hospitalizations.