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ZENODO
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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AIVO STANDARD-ANX-01: AI Visibility & External Representation Risk Analytics

appsOther research productkeyboard_double_arrow_right Other ORP type , Other literature type 29 Dec 2025Publisher:Zenodo
Authors: de Rosen, Tim;

doi: 10.5281/zenodo.18086853 , 10.5281/zenodo.18086854

AIVO STANDARD-ANX-01: AI Visibility & External Representation Risk Analytics

Abstract

This annex defines the measurement, governance, and evidentiary requirements for managing External AI Representation Risk. This risk arises when AI-generated claims about an enterprise, its products, services, or practices are unstable, unsupported, misattributed, or misleading, and are subsequently relied upon in enterprise decision-making.

Keywords

LLM, GC, Risk, AI Governance, Measurement, Procurement, PSOS, Fortune 500, Risk Committee, AI Visibility, Internal Audit, ASOS, CRO, External AI Representation Risk, AIVO, AIVO Standard, RCT, Enterprise, Evidence, Compliance

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    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).
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    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.
    		 Average
    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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    impulse
    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