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Liam Dunne

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#artificial intelligence Preprint Sep 2026

What Drives Citations in Production Large Language Models? An Observational Multi-Method Study of Two Million AI Citations Across Ten Thousand Web Pages

An observational study of approximately 2 million LLM citations from four commercial engines over six months, joined to 10,000 crawled pages from nineteen B2B SaaS workspaces, finding prompt-content alignment is the dominant page-level predictor and domain-level AI authority exceeds the strongest non-alignment page-lev...

Ben Moore, Liam Dunne · 0 citations

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