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The AIVO Standard Methodology, Version 4.1: From Visibility to the Decision

The AIVO Standard Methodology, Version 4.1: From Visibility to the Decision

What changed and why Version 3.5 of the AIVO Standard asked how a brand becomes discoverable by AI assistants. Measurement since then has established that discoverability is not the binding constraint. Recognition at the opening question runs high enough that possession of knowledge poorly explains who is eventually chosen.
Editorial Board 11 Sep 2026
It's All Greek to Me: The Role of Philosophy in LLM Decision-Making

It's All Greek to Me: The Role of Philosophy in LLM Decision-Making

Editorial Board 11 Sep 2026
When Agents Buy: The Next AI Measurement Gap

When Agents Buy: The Next AI Measurement Gap

Editorial Board 09 Sep 2026
The Research Behind the Rankings

The Research Behind the Rankings

Editorial Board 08 Sep 2026
The Bottle Test

The Bottle Test

Editorial Board 04 Sep 2026
AI Win-Rateβ„ 

AI Win-Rateβ„ 

Editorial Board 03 Sep 2026
Reading GEO Vendor Claims: A Buyer's Guide to the Numbers

Reading GEO Vendor Claims: A Buyer's Guide to the Numbers

Editorial Board 03 Sep 2026
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Edited by the team behind AIVO, Inc.