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AI 검색 가시성에 대한 노트

ChatGPT, Perplexity 같은 AI 엔진이 웹사이트를 어떻게 찾고, 평가하고, 인용하는지, 그리고 그 답변에 등장하기 위해 무엇이 필요한지.

게시물 15개

GEO, Measurement

One question, ten hidden ones

When a buyer asks an AI one question, the engine quietly turns it into about ten. Seer Interactive measured 10.7 hidden sub-queries per prompt across 501 prompts on Gemini 3. Most sites answer the headline question and none of the ten. Here is how to find your gaps.

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Measurement

A confidence interval on one AI run is fiction

The same question, same engine, same day can produce different answers. That is the nature of AI search, not a bug. The 3 rules we use to avoid showing you fake statistics, and how to read a visibility score without fooling yourself.

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GEO

Different engines, different back doors

Claude searches the web through Brave. Gemini leans hard on YouTube. Perplexity is the most citation dense of the four. Where each engine gets its sources changes what you should do, and it is why we score every engine separately instead of blending an average.

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GEO, Measurement

We sell schema fixes. Our own site scored zero.

The first time we ran our own audit, the structured data category came back 0 out of 100. No JSON-LD at all. What schema actually is, why FAQ schema is our highest-weighted signal, what we fixed, and the caveat that keeps before-and-after scores honest.

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GEO, Measurement

AI can mention your business and still get it wrong

Invisible is one failure. Mentioned but not recommended is another. The third is being described inaccurately, and nobody checks it. Why we score representation accuracy separately, why a friendly wrong answer counts as negative, and the four causes of a wrong description.

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GEO, Measurement

AI traffic is 1% of your visits and converts 42% better

Almost nobody clicks a source inside an AI answer: about 1% of visits, per Pew. Yet visitors who arrive from AI tools convert up to 54% better, per Adobe. Both numbers are true. The KPI that reconciles them is value per visit. Here is what to measure monthly.

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GEO, Local business

Ask a place-blind question, get a nobody answer

Our early local question sets asked place-blind questions like "what is the best hair salon?" and scored 0 real mentions in 20 answers. Branded questions scored 53 in 80. What that gap taught us about local business AI visibility, and the three fixes that follow.

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GEO, Measurement

Three ways a brand appears in an AI answer. Only one counts.

When your brand name shows up in an AI answer, one of three things has happened: a real mention, an echo of your own question, or an answer about a different company with a similar name. Only the first is visibility. We classify every answer and score the other two as zero.

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