Published November 6, 2025 | Version 1.0
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Preliminary AVII™ Reliability Framework

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The AI Visibility Integrity Index (AVII™) is a composite reliability benchmark that quantifies the integrity of AI-mediated visibility across large language models (LLMs) such as ChatGPT, Gemini, Claude, and Perplexity.

Built on the Data Integrity & Verification Methodology (DIVM v1.0.0), it measures reproducibilitytraceabilitystability, and verifiability—providing enterprises with auditable evidence of model-mediated visibility.

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Preliminary AVII Reliability Framework.pdf

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