AI & Search
Jul 14, 2026
The Denominator Problem: Why AI Citation Percentages Keep Disagreeing
ChatGPT, Google AI Overviews, and Perplexity do not cite the web in the same way. Before trusting an AI visibility percentage, inspect its denominator, query set, time window, and citation unit.
9 min
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