Artificial assistant system notifications

A computing device comprising:

• a processing system;
• and
• a memory to store instructions which, responsive to execution by the processing system, cause the processing system to implement an artificial assistant system to perform operations including:
• generating a user profile including an aspect model trained using machine learning based on initial natural language conversations between an artificial assistant system of the computing device and a user, the user profile identifying a first value of an aspect that resulted in successful conversion of a first product or service as part of the initial natural language conversation;
• identifying a second value of the aspect that resulted in unsuccessful conversion of a second product or service as part of a subsequent natural language conversation;
• learning, automatically and without user intervention, a first threshold value of the aspect using the aspect model trained using machine learning based on the first value and the second value of the aspect;
• receiving an indication of a third value of the aspect that resulted in unsuccessful conversion of a third product or service;
• learning, automatically and without user intervention, a second threshold value of the aspect using the aspect model trained using machine learning based on the third value of the aspect;
• initiating a search query including the aspect;
• repeating, in a background of the computing device for the user, one or more searches automatically and without user intervention using the search query until a comparison of a value of the aspect of a search result of the repeated one or more searches and the second threshold value of the aspect;
• and
• outputting, by the artificial assistant system, a notification responsive to the determination that the triggering event has occurred.

One or more non-transitory computer readable storage media storing instructions that, responsive to execution by a processing system, cause the processing system to implement an artificial assistant system to perform operations including:

• generating a user profile including an aspect model trained using machine learning based on initial natural language conversations between an artificial assistant system and a user, the user profile identifying a first value of an aspect that resulted in successful conversion of a first product or service as part of the initial natural language conversations;
• identifying a second value of the aspect that resulted in unsuccessful conversion of a second product or service as part of a subsequent natural language conversation;
• learning, automatically and without user intervention, a first threshold value of the aspect using the aspect model trained using machine learning based on the first value and the second value of the aspect;
• receiving an indication of a third value of the aspect that resulted in unsuccessful conversation of a third product or service;
• learning, automatically and without user intervention, a second threshold value of the aspect using the aspect model trained using machine learning based on the third value of the aspect;
• initiating a search query including the aspect;
• repeating, in a background, one or more searches automatically and without user intervention using the search query until a determination that a triggering event has occurred, the triggering event based on a comparison of a value of the aspect of a search reslut of the repeated one or more searches and the second threshold value of the aspect;
• and
• outputting, by the artificial assistant system, a notification responsive to the determination that the triggering event has occurred.