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.

Diagnostics GEO ChatGPT

Your Brand Doesn't Show Up in ChatGPT: A 7-Layer Diagnostic

Work access, rendering, entity, corpus, competitive, prompt-fit, and freshness in order. Most ChatGPT invisibility is a configuration problem, not a content problem.

Ait Oufkir Yassine

CEO, LLMConquerAugust 21, 20268 min read

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