AI Representation Risk and the Emerging Requirement for Audit-Grade Evidence

Executive Summary Artificial intelligence systems now influence how organizations are represented to customers, partners, regulators, and the public. This influence often occurs outside the organization’s control, visibility, or ability to correct in real time. The primary risk is no longer technical error. It is misrepresentation with potential legal, financial, and reputational consequences, occurring without preserved evidence. This memo outlines: 1. The nature of the emerging risk 2. Why existing controls are insufficient 3. Why audit-grade evidence is becoming mandatory 4. A governance checklist for board-level oversight

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-12-23
DOI
https://doi.org/10.5281/zenodo.18031820
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00
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article

AI Representation Risk and the Emerging Requirement for Audit-Grade Evidence

Tim de Rosen
Zenodo (CERN European Organization for Nuclear Research)
Ethics and Social Impacts of AI
article

AI Representation Risk and the Emerging Requirement for Audit-Grade Evidence

Tim de Rosen
article en

Abstract

Executive Summary Artificial intelligence systems now influence how organizations are represented to customers, partners, regulators, and the public. This influence often occurs outside the organization’s control, visibility, or ability to correct in real time. The primary risk is no longer technical error. It is misrepresentation with potential legal, financial, and reputational consequences, occurring without preserved evidence. This memo outlines: 1. The nature of the emerging risk 2. Why existing controls are insufficient 3. Why audit-grade evidence is becoming mandatory 4. A governance checklist for board-level oversight

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Openalex Percentile: Top 28%
Ethics and Social Impacts of AI
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AI Representation Risk and the Emerging Requirement for Audit-Grade Evidence — Tim de Rosen · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS