MeasurementJuly 15, 2026 · 7 min
Sentiment in AI answers: when ChatGPT says “but”
Getting mentioned is step one. How you're mentioned decides whether the customer clicks through. Where AI models get their caveats, how to measure them and how to fix them at the source.
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Measuring AI visibility: from share of voice to GeoReady score
Which numbers actually tell you where you stand in AI answers? Visibility, share of voice, position, sentiment and citation share explained—and how to combine them into one score everyone understands.
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