To access the prediction performance of the above models, we incorporate additional features such as terrain profiles, charging patterns, and driving behavior. Figures and After evaluating the performance of our ML models on the entire dataset, we examine the effectiveness of our model predictions using early input data. Early predictions are valuable to drivers in terms of adjusting their trip based on routes or optimize their driving behavior or charging strategies. To achieve this, the input data was divided into small time intervals, with data from 300-350 seconds as early prediction 1 and 300-800 seconds as early prediction 2. Figure illustrates the two time segments from the velocity and current-voltage curves used to predict the charge-saving score.