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Why AI Cites Listicles More Than It Cites You

By Rachel Hernandez

AI engines cite listicles more than they cite you because a “best X for Y” article is pre-structured comparison data with somebody else’s name on it. We pulled ChatGPT citation data for four brands and found that on questions naming the brand, 69.6% of citing responses pointed at the brand’s own domain. On questions containing … Continued

Why Your AI Visibility Number Is Wrong

By Rachel Hernandez

Your AI visibility score is a sample, not a measurement, and most sampling methods in use right now are too small and too loosely controlled to support the decisions being made on them. The same prompt returns different answers on different runs, the prompt set is usually chosen by the brand being measured, and no … Continued

How to Sell AI Visibility to Your Clients

By Rachel Hernandez

Selling AI visibility means translating one client question, “why don’t we show up in ChatGPT,” into a diagnosis they can see, a scope they can approve, and a report they can read. The pitch is not a product tour. It is a conversation about where buying decisions are being made and whether your client is … Continued