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.