What AI Visibility Actually Is (And Why the Tracker Tools Get It Wrong)
Almost every tool defines AI visibility as how often an AI assistant mentions your brand. Share of voice, citation counts, mention tracking. That is tracking, and it measures an output that changes every time you ask. AI visibility is the input side: whether a website can be discovered, interpreted, trusted, and safely used by AI systems at all. Here is the case for the inputs, made fairly against the strongest objections.
Mark McNeece Read article