Practical reference notes on prompt sets, citations, brand mentions, and honest measurement of AI visibility.
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API-Based Measurement Vs UI Scraping: Why The Numbers Differ
Two tools, two scores, one methodological reason — plus the terms-of-service question buyers rarely ask.
Nov 4, 2026 • RankRift
Read moreShould You Allow Or Block AI Crawlers? A Decision Framework
Not a default — a decision tree by business model, with the tradeoffs stated honestly in both directions.
Nov 4, 2026 • RankRift
Read moreAI-Visibility Platforms Compared: What Each One Actually Measures
A criteria-led comparison with recommendations by segment rather than a single winner — and our conflict stated up front.
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
Read moreThe AI Visibility Maturity Model
Ad-hoc, tracked, instrumented, attributed — four stages with entry criteria and the honest cost of each.
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 moreThe AI Crawler Reference: Who's Crawling You And What Each Bot Does
A maintained reference of AI crawler and agent user agents — owner, purpose, and how each is controlled.
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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