{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-11954623","patent":{"patent_number":"US-11954623","title":"Apparatus and method for resource allocation prediction and modeling, and resource acquisition offer generation, adjustment and approval","assignee":null,"inventors":[],"filing_date":"2019-05-20T00:00:00.000Z","publication_date":"2024-04-09T00:00:00.000Z","cpc_codes":["G06Q","G06F","G06N","G06N","G06Q","G06Q"],"num_claims":19,"abstract":"An apparatus, method, and computer program product are provided for the improved and automatic prediction and modeling of one or more channels and relevant conditions through which resources may be directed to users in an environment where resource demand, utility, and perceived value vary over time. Some example implementations employ predictive, machine-learning modeling to facilitate the use of multiple disparate and unrelated data sets to extrapolate and otherwise predict the future needs for certain resources and identify the channels and conditions that may be employed to meet such future needs. An apparatus, method, system, and computer program product are provided for improved generating, adjusting, and/or facilitating approval of a resource offer set. Some example implementations employ one or more predictive models."},"analysis":{"summary":null,"layman_explanation":null,"technical_analysis":null,"business_analysis":null,"faqs":null,"topics":[],"tech_cluster":null},"seo":{"title":"Apparatus and method for resource allocation prediction and modeling, and resource acquisition offer generation, adjustment and approval","description":"An apparatus, method, and computer program product are provided for the improved and automatic prediction and modeling of one or more channels and relevant conditions through which resources may be di","keywords":[]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-11954623","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-11954623","citation_suggestion":"Patentable. \"Apparatus and method for resource allocation prediction and modeling, and resource acquisition offer generation, adjustment and approval\" (US-11954623). https://patentable.app/patents/US-11954623","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-11954623","json":"https://patentable.app/api/llm-context/US-11954623","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T14:42:53.735Z"}