How brands show up — or disappear — in AI answers

Methodology, diagnostics, and original research from LLMConquer on measuring visibility in ChatGPT, Perplexity, Gemini, and Google AI Overviews.

Methodology Measurement GEO

Why Two AI Visibility Tools Give You Different Numbers

The same prompt can return two answers ten minutes apart. Tools then diverge on sampling, geography, login state, provider path, and what they count as a mention. Compare trends, not one-day percentages.

Ait Oufkir Yassine

CEO, LLMConquerAugust 21, 20265 min read

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