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Other literature type . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Other ORP type . 2025
License: CC BY
Data sources: Datacite
ZENODO
Other ORP type . 2025
License: CC BY
Data sources: Datacite
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AI Representation Risk and the Emerging Requirement for Audit-Grade Evidence

Authors: de Rosen, Tim;

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

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

Keywords

LLM, Governance, Risk Management, CFO, Fortune 500, Audit, Trust, Representation, CRO, AI, Board Memorandum, General Counsel, AIVO, AIVO Standard, Reputation

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average