Practical reference notes on prompt sets, citations, brand mentions, and honest measurement of AI visibility.
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When A Mention Isn't A Recommendation
Being named isn't the same as being recommended — and raw mention counts hide the difference.
Nov 4, 2026 • RankRift
Read moreDo LLMs "Rank"? Why Answer Position Isn't A Ranking
SEOs arrive asking for their position. Here's why that question doesn't map, and what to measure instead.
Nov 4, 2026 • RankRift
Read moreShare Of Voice, Citation Share, Mention Rate: Which Metric Answers Which Question
Four numbers on a dashboard, four different questions. Formulas, worked examples, and the failure mode of each.
Nov 4, 2026 • RankRift
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