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

TikTok reportedly shows three times more AI errors than YouTube

TikTok reportedly shows three times more AI errors than YouTube

According to a report from video creation tools company Kapwing, about 59% of TikTok videos served in a new account’s For You feed are AI slop. That’s about three times the rate Kapwing found on YouTube. The company manually reviewed over 10,000 TikTok videos across 20 categories and conducted a separate Fresh Account test that … Read more

Data shows ChatGPT search cites fewer websites

Data shows ChatGPT search cites fewer websites

According to Resoneo, since switching to GPT-5.3 Instant in early March, ChatGPT responses pointed to about 20% fewer sites. The analysis comes from the French SEO consultancy and draws on data from Meteoria, an AI visibility tracking platform that monitored 400 prompts daily for 14 weeks and returned 27,000 comparable responses. The average unique domains … Read more

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