Large-scale analysis of AI engine responses shows brand visibility in three tiers (73%, 44%, 11%) with corporate sites and best-of listicles as top cited sources.
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2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
LLMs given only research questions from 1000 arXiv CS papers recommend a narrower set of methods than the original papers, with effective model-entity diversity dropping from 1232 to 59-96 and stronger agreement among LLMs than with papers.
citing papers explorer
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Generative Engine Optimization at Scale: Measuring Brand Visibility Across AI Search Engines
Large-scale analysis of AI engine responses shows brand visibility in three tiers (73%, 44%, 11%) with corporate sites and best-of listicles as top cited sources.
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Thinking Like a Scientist? A Structural Study of LLM-Generated Research Methods
LLMs given only research questions from 1000 arXiv CS papers recommend a narrower set of methods than the original papers, with effective model-entity diversity dropping from 1232 to 59-96 and stronger agreement among LLMs than with papers.