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Methodology, diagnostics, and original research from LLMConquer on measuring visibility in ChatGPT, Perplexity, Gemini, and Google AI Overviews.
A usable prompt set has 30–50 prompts, zero brand names in the core index, a frozen list, and more decision-stage questions than vanity branded queries.
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.
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