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AI engines cite third-party sites over vendor pages, study finds

A study analyzing 120 B2B buyer questions across five AI engines (ChatGPT, Perplexity, Gemini, Claude, and Google AI Overviews) revealed that official vendor websites are cited far less often than third-party sources like comparison articles and community threads. Wikipedia was a notable exception, cited 36 times. The research also found that AI engine responses can vary significantly, with approximately 15% of answers changing when the same question is re-asked, and that Gemini's cited URLs are often opaque redirects rather than direct sources. The findings suggest that businesses should focus on securing citations on trusted third-party sites to improve their visibility in AI-generated answers. AI

IMPACT Suggests a shift in SEO strategy towards third-party content and away from direct vendor site optimization for AI-driven search.

RANK_REASON Analysis of AI engine citation patterns from a third-party perspective, not a direct release from a frontier lab.

Read on dev.to — LLM tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

AI engines cite third-party sites over vendor pages, study finds

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Analysis of AI engine citation patterns from a third-party perspective, not a direct release from a frontier lab.
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product, opinion
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COVERAGE [1]

  1. dev.to — LLM tag TIER_1 English(EN) · Hsiang Lee ·

    We logged every major AI engine cited across 120 buyer questions. Official sites almost never made the list.

    <p>When someone asks ChatGPT or Perplexity "what's the best X for Y", the engine reads a handful of web sources, then writes an answer naming 3–5 brands. We wanted to know: which sources actually get read?</p> <p>So we logged them. 120 B2B buyer questions, 5 engines (ChatGPT, Per…