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AI-Mediated Representations in Monetized Interfaces

Authors: de Rosen, Timothy;

AI-Mediated Representations in Monetized Interfaces

Abstract

This technical annex defines mandatory evidentiary controls for the capture and separation of AI-generated statements and contemporaneous monetized interface elements in consumer-facing AI systems. The protocol is procedural and non-evaluative. It does not assess influence, materiality, intent, or causation. Its sole objective is reconstructability: enabling independent parties to determine what was presented to a user, when it was presented, and under what observable interface conditions. This annex is intended to supplement evidentiary governance frameworks concerned with AI-mediated representations and reliance analysis. Affiliation Statement AIVO Standard is an independent research and governance initiative. It has no affiliation with any agency, framework, or commercial methodology operating under the name AIVO or otherwise.

Keywords

AI Governance, AI audit, Evidentiary Standards, Reconstructability, Procedural controls, AI interface context

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