Abstract: A system can operate a speech-controlled device in a mode where the speech-controlled device determines that an utterance is directed at the speech-controlled device using image data showing the user speaking the utterance. If the user is directing the user's gaze at the speech-controlled device while speaking, the system may determine the utterance is system directed and thus may perform further speech processing based on the utterance. If the user's gaze is directed elsewhere, the system may determine the utterance is not system directed (for example directed at another user) and thus the system may not perform further speech processing based on the utterance and may take other actions, for example discarding audio data of the utterance.

Abstract: Systems and methods for providing information regarding vehicle inventory availability to users of an information system are disclosed. When generating a vehicle data page for a particular vehicle at a particular location, the information system may generate an expected duration of availability of the vehicle as a prediction of the time between listing and sale of the vehicle. When the expected duration of availability is below a threshold, a status indicator may be generated and added to the vehicle data page to alert users that the vehicle is expected to remain available for only a short period of time. An estimate of time remaining for the vehicle may also be generated and presented to users as part of the vehicle data page.