Research and guides
Measure AI search without hiding the uncertainty.
Original research, practical measurement guidance, and transparent analysis of how brands appear in AI-generated answers.
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What is AI search monitoring? Metrics, methods, and limits
AI search monitoring measures whether AI assistants mention, cite, and recommend your brand. Here is what it measures, how it works, and where it stops.
GuideAI mentions and AI citations are not the same metric
A brand can be named in an AI answer without being cited, or cited without being named. The four combinations require four different responses.
MethodologyWhy one AI answer is not a reliable visibility measurement
AI answers change between runs. Here is what a single answer can and cannot support, and the comparison rules that stop noise being reported as change.
GuideHow to get cited in AI Overviews and AI answers
What two live AI Overviews actually cited on 4 September 2026, what that implies about getting included, and how to measure whether any of it worked.
PlaybookHow to build a prompt set for AI search monitoring
Your prompt set is the measurement instrument. Choose it badly and every number downstream describes a market you do not sell into.
EvaluationHow to audit whether an AI visibility tool's numbers are real
Every tool in this category reports confident percentages. Here are the checks that separate a measurement from a claim, in about twenty minutes.
GuideAI visibility and SEO rankings measure different things
A page at position one can be absent from the AI answer above it. Understanding why changes what you measure and what you do about it.
PlaybookHow to report AI visibility to your leadership team
The numbers in this category are new, non-deterministic, and easy to challenge. Here is how to present them so they survive the first hard question.
Surface guideHow to track brand mentions in ChatGPT, and which mechanism produced them
How to track brand mentions in ChatGPT by separating model-association mentions from retrieval-driven ones, and why the citation signal tells you which mechanism is moving.
Surface guideMonitoring citations in Perplexity without overcounting them
Perplexity shows its sources, which makes it the best surface for citation tracking and the easiest one to measure wrong.
Surface guideHow to track brand mentions in Gemini, and why it is not Google Search
How to track brand mentions in Gemini, and why Gemini, Google AI Mode, and Google AI Overviews are three different Google products that must be measured separately.
Surface guideGoogle AI Mode and AI Overviews are not the same surface
Two Google products, two collection methods, two user postures, and one distinction that most AI visibility reporting collapses into a single number.
Surface guideWhy AI surfaces disagree about your brand
The same question, asked across five AI answer surfaces, routinely produces five different sets of recommended companies. That disagreement is usable information.
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