Topic

LLM Citations

LLM citations are the mechanism by which large language models surface and credit external sources inside generated responses. Citation patterns differ across ChatGPT, Perplexity, Claude, and Gemini, and are driven by retrieval, authority, freshness, and structural signals.

Introducing Crawler Analytics: which AI bots read your site
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Introducing Crawler Analytics: which AI bots read your site

Crawler Analytics reads your server logs, separates AI bot visits by purpose, and puts the most-read pages next to the people who arrived from them.

Vito GuglielminoVito Guglielmino·
Storywalking: from absent to third among the names AI suggests
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Storywalking: from absent to third among the names AI suggests

In four months the tour operator went from 1.6% to 14.8% of answers naming it, entering third out of 1,054 brands in its market.

Vito GuglielminoVito Guglielmino·
WeHunt climbed eight places among the brands AI recommends
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WeHunt climbed eight places among the brands AI recommends

From eleventh to third among the brands AI assistants name when someone looks for a head hunter in Italy, across three and a half months.

Vito GuglielminoVito Guglielmino·
When an LLM cites a brand, where does it come from? An analysis of 21,170 grounded answers
News

When an LLM cites a brand, where does it come from? An analysis of 21,170 grounded answers

We measure the correlation between brands cited and sources consulted by Gemini across two Italian B2B markets. Spearman ρ = 0.53, replicated on SaaS gestionali and fintech. Methodology, limitations, GEO implications.

Vito GuglielminoVito Guglielmino·
Generative Engine Optimization: the 2026 operational guide
Guides

Generative Engine Optimization: the 2026 operational guide

What actually works to get cited by ChatGPT, Perplexity and Google AI Overviews in 2026. Evidence-based tactics, not vendor opinions.

Vito GuglielminoVito Guglielmino·
How LLMs choose what to cite: the seven signals that decide
Guides

How LLMs choose what to cite: the seven signals that decide

The seven signals that actually drive whether an LLM cites a source. Evidence from academic papers, Anthropic engineering docs, and industry studies with disclosed methodology.

Giorgio MonacoGiorgio Monaco·