266 items, newest first. Page 2 of 12.
Wharton: one cited source swings AI product picks by 99 points. Third-party citation is now B2B infrastructure.
RAG narrows geographic accuracy gaps in LLM answers on public firms but does not close them, new arXiv research shows.
The judge who found Google a monopolist says AI Overviews look 'really unfair' to publishers.
LLMs cite text but not data. For institutions whose authority rests on datasets, that gap is a serious visibility problem.
Penalty-aware RAG benchmarking exposes the abstention failures that standard accuracy metrics systematically conceal.
ChatGPT fetched 84 Reddit threads and cited zero. The gap between retrieval and citation is now visible.
Google embeds timely link carousels in AI Mode, making Preferred Source status a direct visibility mechanism.
Undisclosed inference steering can alter LLM brand citations in ways no standard audit can detect.
Pew: a third of post-2022 web pages show AI text. LLM citation credibility now turns on domain provenance.
Chatbots cited an anti-abortion group in 17% of pregnancy queries, with no disclosure, per AlgorithmWatch.
Google says some sites can skip GEO. For B2B brands with complex buyers, that exemption does not apply.
RAG architecture choices, not content quality alone, determine which sources get cited in LLM answers.
Anthropic leads on revenue; OpenAI's GPT-5.6 is pulling ahead on users. The gap matters for brand visibility.
Reddit's ChatGPT citation share is falling. Institutional content, properly structured, stands to gain.
Google builds tools inside Search, bypassing branded results. B2B brands face structural mid-funnel displacement.
AI Mode queries are 3x longer. Brands that lead with the answer get cited; those that build to it do not.
GPT-5.6 may now pre-select citation sources by domain, bypassing open-web retrieval for many queries.
Reddit's ChatGPT citation share has dropped sharply. No one knows why, and that opacity is the real story.
Google extends dynamic AI layouts into AI Overviews, threatening source attribution for B2B brands.
Search Console hides AI Mode data. Four proxy methods exist, but none is definitive.
Ahrefs' 15M data points show domain authority is a poor predictor of AI citation. Earned coverage wins.
ChatGPT's fan-out queries mirror E-E-A-T logic. Unnamed institutional content is invisible to AI answers.
A new benchmark ranks search APIs for AI agents, making retrieval infrastructure a brand visibility issue.
ChatGPT Ads expands to 31 European markets, splitting LLM visibility into paid and organic tracks.