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Digital advertising is distributed across increasingly diverse environments, including social networking platforms, video-sharing services, search engines, e-commerce websites, news platforms, streaming services, online communities, and emerging AI-mediated applications. Although advertising technologies have advanced substantially in targeting, personalization, recommendation, and content placement, a general framework for proactively initiating advertising opportunities and integrating organic and sponsored content across heterogeneous digital environments remains an important research direction. This paper introduces Universal Proactive Hybrid Advertising (U-PHA), a cross-platform conceptual framework that extends the previously proposed Proactive Hybrid Advertising (PHA) paradigm beyond generative AI conversations to general digital advertising environments. U-PHA establishes a system-initiated advertising architecture in which an intelligent platform, advertising agent, or coordinating AI system independently identifies an appropriate advertising opportunity from contextual information and initiates a hybrid content-delivery event without requiring an explicit advertising request from the user in the current interaction. The resulting experience integrates independently selected or generated organic content with commercially sponsored content while maintaining distinguishable commercial provenance. The framework is characterized by five complementary principles: proactive opportunity initiation, organic–sponsored content integration, cross-platform applicability, dynamic advertising adaptation, and commercial-provenance preservation. Unlike conventional advertising architectures that primarily depend on predefined placements, explicit search requests, user-initiated recommendations, or fixed advertising schedules, U-PHA conceptualizes advertising as a proactive decision and content-integration process that can operate across different digital environments. Its application is not restricted to conversational AI, nor does it require the use of large language models. For example, a video platform may proactively introduce a contextually relevant hybrid content segment during an appropriate viewing opportunity; a social networking platform may integrate organic information and disclosed sponsored material into a dynamically generated content experience; and an e-commerce platform may initiate a hybrid discovery opportunity while a user is browsing products without requiring a direct request for advertising. Importantly, U-PHA distinguishes proactive advertising from merely changing the advertisement displayed in an existing advertising slot. Dynamic creative rotation alone does not constitute U-PHA. The defining contribution is the combination of autonomous opportunity initiation, hybrid organic–sponsored integration, and cross-environment applicability. The framework also establishes that commercial influence must remain identifiable and must not compromise the integrity of organic information. To the best of the author's knowledge, this paper presents the first explicitly formulated conceptual framework that combines these characteristics as a unified cross-platform proactive hybrid advertising paradigm. This is a bounded priority claim concerning the particular integrated framework, rather than a claim that proactive advertising, contextual advertising, native advertising, sponsored recommendations, or cross-platform personalization have never previously been investigated. The paper develops the conceptual architecture, formal representation, theoretical propositions, cross-platform implementation model, experimental methodology, and responsible deployment principles of U-PHA. A reproducible simulation experiment is additionally provided to enable systematic comparisons of proactive and reactive advertising mechanisms across heterogeneous platform scenarios.
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Jincheng Zhang (2026) studied this question.
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