What the AI Visibility Industry Sells, and What the Evidence Says
September 3, 2026
An industry has grown up selling AI visibility, and much of what it sells has no evidence behind it. Here is what the measurements say, what destroyed three real companies, the one documented recovery, and the short list that survives…








