The retrieval layer between users and LLMs has its own preferences for what gets cited, and they don’t map neatly onto traditional SEO signals. A debate keeps surfacing in marketing circles that reveals how poorly the industry understands what’s actually happening inside AI search. One side says: stop trying to optimize for LLMs, they’re just ...
Someone in my network posted a Google Search Console screenshot last week to prove their “AI search strategy” was driving results. Clicks and impressions from Google. As evidence that their client was winning in ChatGPT. This is not a one-off. It’s becoming the standard proof point in GEO and AEO pitches. And it’s completely nonsensical. ...
Ahrefs analyzed a billion data points across eleven AI search studies, and the clearest signal is that AI visibility tracks with how much people talk about your brand, not how much content you publish. Ahrefs just published eleven studies analyzing over a billion data points on AI search. There’s a lot in there. YouTube correlations, ...
Allegro.pl is Poland’s dominant e-commerce platform. It’s not a niche player or an upstart. It is the market leader, full stop. So when a Polish user, searching from a Polish IP address, asks ChatGPT in Polish for the best auction portals, you’d expect Allegro to appear prominently in the results. It doesn’t. In many cases, ...
Organic traffic declines. The team panics. Someone says the words “generative engine optimization.” A new initiative spins up: get the brand cited by ChatGPT, show up in AI Mode, win in Perplexity. The tactics are familiar if you’ve been paying attention. Self-promotional listicles. Hidden prompt injections. Content engineered not for readers but for retrieval. It ...