AI-Mediated Representation Risk (AMRR): Canonical Definition

This document provides the canonical definition of AI-Mediated Representation Risk (AMRR), a descriptive risk classification within the EntityWorks Standard. AI-Mediated Representation Risk refers to the exposure that arises when AI systems generate and propagate representations of an organisation that are relied upon by third parties, independent of organisational intent or control. This Definition of Record operates at the definitional layer of the EntityWorks Standard. It establishes a stable conceptual boundary describing representational exposure within AI-mediated environments. The document is descriptive and does not prescribe mitigation, governance, or operational guidance. Canonical definition maintained by EntityWorks Ltd.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-04-16
DOI
https://doi.org/10.5281/zenodo.19615493
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
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article

AI-Mediated Representation Risk (AMRR): Canonical Definition

Neale Welch
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

AI-Mediated Representation Risk (AMRR): Canonical Definition

Neale Welch
article en

Abstract

This document provides the canonical definition of AI-Mediated Representation Risk (AMRR), a descriptive risk classification within the EntityWorks Standard. AI-Mediated Representation Risk refers to the exposure that arises when AI systems generate and propagate representations of an organisation that are relied upon by third parties, independent of organisational intent or control. This Definition of Record operates at the definitional layer of the EntityWorks Standard. It establishes a stable conceptual boundary describing representational exposure within AI-mediated environments. The document is descriptive and does not prescribe mitigation, governance, or operational guidance. Canonical definition maintained by EntityWorks Ltd.

Zenodo (CERN European Organization for Nuclear Research)
ResearchWorks (United States) (US)
Peace, Justice and strong institutions
Openalex Percentile: Top 6%
Ethics and Social Impacts of AI
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