AI visibility rankings aren’t stable – new research shows they’re mostly statistical noise

AI visibility rankings aren’t stable – new research shows they’re mostly statistical noise

AI visibility tracking data is not entirely reliable. Because generative models often elicit different responses, the citation shares and rankings on your dashboard are just snapshots of an ever-changing target, not hard facts. A difference between you and a competitor may be real or simply relate to a variation between measurements. A new IQRush paper … Read more

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