Practical reference notes on prompt sets, citations, brand mentions, and honest measurement of AI visibility.
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How To Find Out Which Sources Decide Your Category's Recommendations
Review sites, communities, or trade press? A method for finding the answer for your prompts, not the general case.
Nov 4, 2026 • RankRift
Read moreWhat Counts As A Citation In An AI Answer
Mentions, citations, and links are three different things in an AI answer. Getting them confused breaks your reporting.
Nov 4, 2026 • RankRift
Read moreHow To Earn A Place In The Sources AI Assistants Actually Cite
Map the citation sources in your category to legitimate routes in — and know where the line is.
Nov 4, 2026 • RankRift
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