Abstract: In one embodiment, a method includes receiving a message sent from a first client system associated with a first user to a second client system associated with a second user. The method includes parsing the message to identify one or more intents to offer information and one or more slots comprising values for information for a future event extracted from the message. The method includes sending, to the second client system, instructions for presenting a suggestion to execute a task associated with the future event. The suggestion references the values for information for the future event. The method includes receiving, from the second client system, an indication that the second user selected to execute the task associated with the future event. The method includes sending, to the second client system, instructions for presenting results of the executed task associated with future event.

Abstract: In one embodiment, a method includes receiving, from a first client system associated with a first user, a message sent from the first user to a second user, analyzing the message from the first user to identify one or more intents and one or more slots of the received message, computing a confidence score for the intent to offer entity information based on user behavior history records associated with the second user, sending, to a second client system associated with the second user, if the confidence score exceeds a threshold score, instructions for presenting a suggestion to the second user to store the values for entity information in association with a profile record for the entity, and receiving, from the second client system associated with the second user, an indication from the second user confirming the values for entity information should be stored with the profile record for the entity.