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

Google Adds Social Reporting; Müller warns against discounts

Google Adds Social Reporting; Müller warns against discounts

Welcome to Pulse of the Week: Updates changing what you can measure in Search Console, how to describe products in markup, and what John Mueller thinks about building for AI agents. Here you will find out what is important for you and your work. Search Console adds reports for social media and video posts Google … Read more

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