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Every AI Visibility Tool Is Lying to You

alysis Every AI Visibility Tool Is Lying to You I'm an experienced software engineer, and I've spent enough time building and debugging measurement systems to know when a dashboard is asking you to trust a number it cannot support. A new software category now promises to tell brands how visible they are inside ChatGPT, Claude, Gemini, Perplexity, and Google's AI answers.

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