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Study of 9 Million AI Answers Challenges the Link Between Sentiment and Citations

This story is from 2026-10-08. It is preserved in the archive; the latest stories are on the live feed.

Positive brand sentiment may be valuable for customer trust, but it is not a dependable shortcut to visibility in AI-generated answers. A dataset spanning 9 million answers across nine AI platforms found that brands with more negative sentiment were, if anything, slightly more likely to be cited on…

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  1. 2026-10-08 20:30 · DEV Community — AI
    Study of 9 Million AI Answers Challenges the Link Between Sentiment and Citations

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