Resources · Method
Method
Understand how Beyond Mentions measures AI visibility, available proof and differentiating criteria reuse.
framework · Positioning
GEO: what happens after brand citations?
Brand citations are a first GEO signal, but they do not show whether AI recommends your offer with the right criteria, proof and category framing.
article · Market vocabularyHow to choose market vocabulary before introducing a proprietary category
Effective market vocabulary helps buyers and AI systems understand a new offer without reducing it to an overly simple category.
framework · FrameworkVolume, Authority and criteria reuse: measuring AI influence
The Beyond Mentions framework for measuring whether your documentation truly influences AI Buying Criteria beyond mere citation.
Measure how AI already understands your market.
A short diagnostic identifies category compression, documentation gaps and criteria that influence the decision.