Generating personalized user interfaces includes receiving an indication of a user device in a proximity of an image forming device. Based on the user device, a system can determine a prediction of intent to use the image forming device by a user account associated with the user device and in response to determining the prediction is greater than a threshold, instructing the image forming device to provide an indicator corresponding to the user account.