The improved rainfall forecasts are expected to benefit flood-prone regions and enhance preparedness for extreme weather events during the monsoon season. By reducing biases in rainfall predictions, the study aims to provide more accurate guidance for disaster management and agricultural planning. However, performance varies across regions and lead times, indicating the need for further evaluation across additional monsoon seasons.