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Published March 21, 2026 | Version v2
Preprint Open

Artificial Intelligence Visibility Index (AIVI): The Framework to Quantify Entity Presence in Generative Information Engines

  • 1. EDMO icon Harvard University
  • 2. EDMO icon University of South Florida

Description

The exponential growth of generative artificial intelligence has fundamentally changed how users access information, shifting discovery from ranked search results to a synthesis of multiple credible sources as answers. Traditional metrics such as search engine rankings and click-through rates no longer adequately capture visibility in this new age. This paper introduces the Artificial Intelligence Visibility Index (AIVI), a conceptual and analytical framework designed to quantify how entities, such as brands, organizations, or topics, are represented within generative information engines like ChatGPT, Gemini, and Claude. AIVI integrates multi-dimensional metrics including mention frequency and positional prominence to produce a visibility score. By turning AI visibility into a quantitative construct, public figures and companies can evaluate their presence in AI-generated outputs, identify optimization opportunities competitively position themselves in a new attention economy. 

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Artificial_Intelligence_Visibility_Index__AIVI___The_Framework_to_Quantify_Entity_Presence_in_Generative_Information_Engines.pdf

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