{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11307879","patent":{"patent_number":"US-11307879","title":"Personalized help using user behavior and information","assignee":null,"inventors":[],"filing_date":"2019-07-08T00:00:00.000Z","publication_date":"2022-04-19T00:00:00.000Z","cpc_codes":["G06F","G06N","G06N","G06Q"],"num_claims":21,"abstract":"Certain aspects of the present disclosure provide techniques for improving a user experience of an application. Embodiments include receiving user activity information related to activities of a user during use of the application. Embodiments include providing the user activity information as input to a predictive model. The predictive model may have been trained using historical activity data and historical solution data associated with a plurality of users to determine actionable solutions to issues related to use of the application. Embodiments include determining, based on output from the predictive model, an actionable solution to an issue related to use of the application by the user. Embodiments include providing the actionable solution to the user via a user interface associated with the application. The actionable solution may be provided without being initiated by the user."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Personalized help using user behavior and information","description":"Certain aspects of the present disclosure provide techniques for improving a user experience of an application. Embodiments include receiving user activity information related to activities of a user ","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11307879","license":"CC-BY-4.0-like","license_terms":"AI-generated analysis on this page (summary, layman_explanation, technical_analysis, business_analysis, faqs) may be reused with attribution and a visible link back to the canonical URL above. Patent abstracts, claims, and bibliographic data are USPTO public domain.","required_link":"https://patentable.app/patents/US-11307879","citation_suggestion":"Patentable. \"Personalized help using user behavior and information\" (US-11307879). https://patentable.app/patents/US-11307879","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11307879","json":"https://patentable.app/api/llm-context/US-11307879","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T19:36:58.904Z"}