58 items tagged citation patterns. Page 2 of 3.
Competing GSEs face a collective action trap that structurally erodes the web corpus their answers depend on.
GSEs favour a narrow publisher set. Authoritative institutions outside it vanish from AI answers, regardless of content quality.
Star ratings move LLM recommendations by 31 points. Structured reputation signals now determine AI visibility.
ChatGPT cites small unlicensed sites as often as major licensed publishers, new data shows.
Web search mode changes ChatGPT's citation behaviour systematically, an arXiv audit of 4,812 responses finds.
LLMs attend to authority tokens, not facts, when giving sycophantic answers. Brand credentials must be explicit in source text.
All Big Four firms now linked to AI hallucinations in published reports, raising citation risks for brands that cite them.
Perplexity crawls live on every query. Fresh, well-structured pages beat established domains.
ChatGPT's citation rates vary sharply by topic, creating visibility gaps for policy, finance, and multilateral brands.
Google cites its own properties #1 and #2 in AI Mode, crowding out third-party brand content.
Chinese generative search surfaces only 8.3% of cited brands in final answers, per a new arXiv study of 160,000+ records.
Where source records are thin, LLMs hallucinate most and GEO manipulation costs least.
RAG systems score clean on hallucination checks while citing the wrong entity's evidence, at rates up to 87%.
RAG's two-stage mechanics decide which pages AI search cites. Most B2B content teams are optimising for the wrong stage.
35% of web-search LLM answers flagged for untrustworthy citations in University of Iceland pre-launch audit.
Cloudflare's three-tier AI crawler policy, live September 15, changes which LLMs can see your content.
Hallucinated citations are passing peer review at top AI venues, corrupting the corpora that LLMs learn from.
LLM groupthink rewards high-volume publishers. Institutional knowledge in PDFs barely registers.
ChatGPT's real source logic, read from network traffic, not outputs, rewards third-party validation over owned content.
LLMs cite third-party sources for brand information six times more than owned ones, per new arXiv research.
Wikipedia turns 25 as the most-cited source in every major LLM. Brands ignore it at their peril.
Reddit, YouTube and Quora top Ahrefs' ranking of the domains Google AI Overviews cite most.
Reddit, YouTube and Wikipedia top Perplexity's citation list. Brand-owned content barely registers.
AI search agents mostly confirm what they already know. The citation economy is a recency arbitrage.