An analysis of 3,115 prompts revealed that ChatGPT often fails to make brands visible even when they are mentioned on cited pages. The study found that brands named by ChatGPT without search assistance had a median visibility of only 11%. This suggests that for marketers, being cited is not equivalent to being recommended, highlighting the importance of what models learn during training alongside technical SEO strategies. AI
IMPACT Highlights the challenge of brand visibility with LLMs and the importance of training data over mere citation.
RANK_REASON Analysis of a product's performance and its implications for marketers.
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