To create a visually appealing two-color graph, consider the following: choose colors that contrast well, ensuring readability; maintain a consistent color scheme throughout the graph; use gradients or patterns sparingly to add interest without overwhelming the data; and ensure that the legend clearly labels the colors associated with each data series.