{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11481674","patent":{"patent_number":"US-11481674","title":"Digital content communications system for account management and predictive analytics","assignee":null,"inventors":[],"filing_date":"2019-07-15T00:00:00.000Z","publication_date":"2022-10-25T00:00:00.000Z","cpc_codes":["G06N","G06N","G06N","G06N","G06Q"],"num_claims":20,"abstract":"A digital content communications system for providing customer or product support using predictive analytics is provided. The system may include an analytics subsystem that communicates with one or more servers and one or more data stores in a network. The analytics subsystem may include a data access interface to receive a first set of data associated with a plurality of users or user accounts from a first data source, and to receive a second set of data associated with a plurality of users or user accounts from a second data source. The analytics subsystem may include processor to: prepare the first set of data; train a model using the first set of prepared data, wherein the model is at least one of a cancel-defer-go live model, a regular-extended warranty model, or a phase duration forecasting model. The processor may also prepare the second set of data; run the second set of data through the trained model; generate predictions based on running the second set of data that ran through the trained model; and provide at least one multimodal output based on the generated predictions."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Digital content communications system for account management and predictive analytics","description":"A digital content communications system for providing customer or product support using predictive analytics is provided. The system may include an analytics subsystem that communicates with one or mo","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11481674","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-11481674","citation_suggestion":"Patentable. \"Digital content communications system for account management and predictive analytics\" (US-11481674). https://patentable.app/patents/US-11481674","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11481674","json":"https://patentable.app/api/llm-context/US-11481674","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-30T12:31:19.911Z"}