Practical reference notes on prompt sets, citations, brand mentions, and honest measurement of AI visibility.
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11 matching posts
Are People Actually Buying From AI Recommendations Yet?
A deliberately sober look at what's observable, what isn't, and why most numbers in circulation shouldn't be quoted.
Nov 4, 2026 • RankRift
Read moreAI Overviews Are Not An AI Assistant (And Why That Changes Your Measurement)
Search-embedded summaries and conversational assistants are different surfaces with different triggers. Measure them separately.
Nov 4, 2026 • RankRift
Read moreAEO, GEO, LLMO, AI SEO: Which Acronyms Actually Mean Anything
Every vendor has a different name for the same work. A plain map of the terms, and which ones describe real practice.
Nov 4, 2026 • RankRift
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