This disclosure describes techniques to generate personalized suggestions. The personalized suggestions can be utilized and displayed in different applications. With user permission and consent, past user queries are analyzed to generate personalized suggestions for the user. Failed user queries are analyzed to generate query refinements that would provide a successful response. The personalized suggestions are based on user interests and utilize a prediction of possible future queries from the user. When users activate the feature, the personalized suggestions are suitably presented to the user.
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Azose, Benjamin, "Personalized suggestion system", Technical Disclosure Commons, (June 28, 2018)