ChatGPT’s premium model reads your actual website before citing you; its free model doesn’t even visit, and the two share only 7% of sources. Writesonic ran 50 prompts across ChatGPT’s two current models and extracted every fan-out query and citation. The headline number: GPT-5.4 Thinking (the premium model) sends 56% of its citations to brand ...
GEO went from nonexistent to the #2 B2B marketing investment priority in twelve months, but the gap between the spending and the ability to measure it should worry anyone writing the check. Twelve months ago, “Generative Engine Optimization” didn’t show up as a budget category in Wynter’s annual CMO buying survey. Zero percent. Not because ...
B2B buyers remember brands that win AI search comparisons, not brands that win AI search recommendations, and the distinction should change how you create content. A recent survey from HubSpot’s Marketing Against the Grain asked over 200 B2B decision-makers how they engage with AI search results. One finding stood out: 42% of buyers said that ...
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, ...
G2’s AI citation study is a land grab disguised as research, but it reveals something real: the infrastructure of B2B buyer influence is being rebuilt around which sources AI models trust at the bottom of the funnel. G2 recently published a study analyzing roughly 35,000 ChatGPT citation URLs to answer a straightforward question: do review ...