Every AI Visibility Tool Is Lying to You | Canonry
- AnalysisArber Xhindoli · June 30, 2026 · 11 min readI'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.
- Then it turns that messy system into tidy claims like mention rate, citation rate, share of voice, or rank.
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- AnalysisArber Xhindoli · June 30, 2026 · 11 min readI'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.
- Then it turns that messy system into tidy claims like mention rate, citation rate, share of voice, or rank.
Sources: Canonry