The Journal/Category: <span>AI Visibility</span>
Category: AI Visibility
Ranking and Being Cited Are Two Different Selection Processes
Ranking chooses a destination, citation chooses evidence. Four divergence patterns, why domain authority is attenuated at the deciding gate, and what that means for incumbents.
10 min read
How Retrieval Actually Selects Your Page for an AI Answer
Six gates decide whether you are cited, and content strategy addresses only one of them. What eliminates you at each stage, and which two you can…
11 min read
Why AI Visibility Tools Disagree With Each Other
A methodology audit of AI visibility measurement. Invented prompt sets, unweighted samples, no confidence intervals, and an instrument that changes without notice.
13 min read