There Is No Rank in ChatGPT, Only a Mention Rate
‘Third in ChatGPT’ describes one answer, not your brand. Why the position is noise, what a mention rate measures, and how many runs it takes.
Read moreMeasuring AI visibility
How to measure whether ChatGPT, Claude, Gemini and Perplexity mention your brand: prompts, mention rate, citations, share of voice and how to read a scan.
20 articles
Zero-Click Search: Measuring Visibility When Nobody Clicks
When an AI answer satisfies the buyer, traffic stops measuring presence. Where the evidence goes instead, and what to count when nobody clicks.
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ChatGPT Dropped Its UTM Tags for a Week
Between 8 and 16 October 2026, ChatGPT clicks reached GA4 untagged and were filed as Direct. What is confirmed, what is not, and why the gap stays in your data.
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What an AI Visibility Audit Should Contain
Seven steps to run yourself or demand from a supplier, from the language of each market to the raw answers behind every number.
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Three New AI Models in Three Weeks: Whose Jump Is It?
Sonnet 5.5, GPT-6 and Gemini 4 arrived within a fortnight. When your AI visibility jumps, four checks tell the model's doing from your own.
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The Model Your Buyer Uses Is Not the One We Measure
No API measurement reproduces what a particular buyer sees in ChatGPT, ours included. Why that is, and why a controlled sample still beats a screenshot.
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Nobody in Your Company Owns This Yet
The question lands in a management meeting, gets passed to marketing, and stops there. The material that decides the answer belongs to a different department.
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Measuring AI Visibility More Often Makes It Worse
Past a certain point, extra measurement stops adding information and starts manufacturing movement. The fix is more repetitions per point, not more points.
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An AI Visibility Report a CMO Actually Reads
Most AI-visibility reports bury the one finding that matters under methodology and platform tables. Here is the structure that gets read.
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Mentioned Isn't Enough: Why Tone Matters in AI Answers
A brand can appear in every AI answer for a category and still lose the sale if the tone is hedged while competitors get named with confidence.
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How to Track ChatGPT and Perplexity Traffic in GA4
GA4 has no button labeled AI traffic. Here is how to isolate ChatGPT and Perplexity referrals yourself, and why the number you get will always undercount.
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LLM Answer Volatility: Why One Check Proves Nothing
The same question, asked twice, gives two answers. That is not a bug and it is not your content working. It is sampling, and it changes how you measure.
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Share of Voice in AI Answers: How to Count It Honestly
The metric is decided by its denominator. Pick the competitor set yourself and you have picked the result; let the model pick it and it moves under your feet.
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GEO, AEO, LLMO: Three Acronyms, One Measurement Problem
The industry invented three names for the same situation: AI answers name a few brands, and you do not know whether you are one of them. Here is what each label means.
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How to Read an AI Visibility Scan, and What to Do With It
The score is the least useful thing in your first report. Here is what a scan actually does, what it can tell you, and what no tool can promise.
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The Competitors AI Names Instead of You
The useful data in an AI answer is not whether you are in it. It is who is there when you are not, and that list rarely matches your market map.
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Mention, citation, source: three things people confuse
You can be named by ChatGPT all day and never see a click. That is not a failure. It is three different phenomena wearing one word.
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Prompt monitoring: which questions reveal your AI visibility
In AI search the unit of measurement is not the keyword, it is the prompt. Pick the wrong ones and you measure nothing, pleasantly.
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What an AI Visibility Score Measures, and What It Cannot
A score compresses hundreds of AI answers into one number. Here is what survives the compression, and what quietly gets lost along the way.
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GEO vs SEO: what changes when AI answers the question
Search gave you a list of ten links. An AI gives one paragraph with room for three names. You are no longer competing for placement, but for inclusion.
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