Sign in Subscribe

Editorial Board

AIVO Standard Use Cases: How Enterprises Turn AI Visibility Into an Auditable Control

AIVO Standard Use Cases: How Enterprises Turn AI Visibility Into an Auditable Control

In recent AIVO Standard pilots across beauty, CPG, travel, and research, a clear pattern emerged. Across a ten day reproducibility run, visibility variance reached thirty to forty percent across models. Competitive mentions shifted by more than twenty percent between session resets. In one case, an AI assistant attributed a competitor’

SEC Filings Are Outpacing AI Controls: The New Visibility Governance Gap

SEC Filings Are Outpacing AI Controls: The New Visibility Governance Gap

Public companies are expanding their AI risk disclosures at a rate that now exceeds their ability to demonstrate control. Hundreds of issuers warn that AI may distort customer decisions, damage reputation, or undermine operations. The disclosures show that boards recognise assistant driven outcomes as material. They also reveal a growing

Sector Benchmarks for AI Visibility: CPG, Finance, and Travel

Sector Benchmarks for AI Visibility: CPG, Finance, and Travel

AIVO Journal — Governance Analysis | November 2025 Abstract AI mediated visibility behaves differently across sectors. The assumption that brand strength or market share predicts AI assistant behavior does not hold. This article introduces the first reproducible sector benchmarks using AVII and PSOS for CPG, finance, and travel. The results demonstrate that

Why Unsupported Source Claims Collapse Under Verification

Why Unsupported Source Claims Collapse Under Verification

This article follows up the Verification Protocol for Domain-Source Frequency Claims in AI Assistants by exposing the reasoning errors that make unverified domain influence claims unreliable in enterprise and audit contexts. Abstract The Verification Protocol for Domain-Source Frequency Claims in AI Assistants sets strict evidentiary standards for establishing

Verification Protocol for Domain-Source Frequency Claims in AI Assistants

Verification Protocol for Domain-Source Frequency Claims in AI Assistants

Verification Protocol for Domain-Source Frequency Claims in AI Assistants AIVO Standard Data Note — Domain Attribution Methodology v1.1 Introduction Claims about which domains AI assistants rely on have begun circulating widely across marketing, communications, and analytics circles. These claims are increasingly used to inform brand strategy, misinformation assessments, and

Trust in the Media: When Public Belief and AI Representation Diverge

Trust in the Media: When Public Belief and AI Representation Diverge

Case Pattern: The BBC and Algorithmic Authority Editorial Note: This article uses the BBC as an illustrative example to demonstrate measurement methodology. No independent data collection has yet been conducted. 1. Introduction: Institutional Trust Meets AI Mediation For much of the last century, the BBC symbolized reliability. Recent editorial controversies—

ASOS — When Visibility Ends and Accountability Begins

ASOS — When Visibility Ends and Accountability Begins

AIVO Journal — Governance Commentary | November 2025 Abstract Visibility was never the endpoint. In an agentic economy, representation without persistence is mis-stated equity. ASOS v1.2 establishes the first audit-grade standard for outcome-layer visibility—quantifying how much brand presence survives through multi-turn AI decision chains and how