Foundations
AI Visibility Foundations
Plain-language guides on how AI changes search, why brands disappear from answers, and which signals influence visibility.
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5 articles in this section
These pieces help you move from general understanding to concrete monitoring, content, SEO, and PR decisions.
Who this helps
Anyone getting familiar with AI search and trying to understand why classic SEO alone is no longer enough.
All articles in this section
Each article answers a specific question: what to check, how to interpret an AI answer, and what to improve next.
AI search vs Google search: how the buyer journey changes
AI search vs Google search can describe different formats within one buyer journey. In an AI answer, a buyer may compare options, build a shortlist, and see cited sources before visiting a…
How to measure AI visibility: metrics alongside SEO
To measure AI visibility, use the same real-world prompt set and mark whether each answer mentions the brand, links to its site, or recommends it. Calculate mention share, citation share,…
What is AI visibility? GEO, AEO, and the role of SEO
AI visibility shows whether AI systems mention a brand or cite its website when answering questions about a category, service, or product. Hypothetical example: someone asks for a PPC…
Why is my brand not showing in ChatGPT? A diagnostic guide
ChatGPT may omit a brand when the question asks for an explanation instead of a recommendation, the relevant page is inaccessible to search, or public sources do not connect the company…What to read next
These adjacent articles help you move from theory to practice or view the topic through a different market angle.
Ghost brands: why AI recommends closed businesses and renamed brands in Ukraine
Uber Eats still appears as a food delivery option in 94% of Claude Haiku 4.5 answers and 86% of GPT-5 nano answers. Gemini 3.1 Flash-Lite did not list it. Across the full sample, at least…
How often do AI assistants hallucinate links? We checked 48,141 URLs from three models
How often do AI assistants hallucinate links? In the 4–6 October 2026 wave, we checked the DNS status of 48,141 links from answers across 49 Ukrainian business niches: domains did not exist…
ChatGPT query fan-out: what it searches before recommending a brand
When ChatGPT searches for a buyer, it can break one broad prompt into narrower web searches for an official site, pricing, integrations, and reviews. That is ChatGPT query fan-out: one…Other blog topics
Switch between foundations, practical methodology, and market research when you need a different angle.
20 articles
Practice and Methodology
How to choose prompts, read sources, find competitive gaps, and turn monitoring into SEO, content, and PR actions.
Open category 6 articlesMarket Research
Applied breakdowns of niches, brands, and sources that ChatGPT, Gemini, and Claude rely on in specific verticals.
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