An example method is provided for a computing device, coupled to a first display and a second display, to conceal sensitive information on a display. The method may comprise in response to detecting sensitive information in a desktop shown on the first display, generating a replacement image that conceals the detected sensitive information in the desktop and sending the replacement image to the second display for display. Otherwise, a mirror image of the desktop shown on the first display may be sent to the second display for display.