What did Elon change? A comprehensive analysis of Grokipedia
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Abstract (arXiv)
Elon Musk released Grokipedia on 27 October 2025 to provide an alternative to Wikipedia, the crowdsourced online encyclopedia. In this paper, we provide the first comprehensive analysis of Grokipedia and compare it to a dump of Wikipedia, with a focus on article similarity and citation practices. Although Grokipedia articles are much longer than their corresponding English Wikipedia articles, we find that much of Grokipedia's content (including both articles with and without Creative Commons licenses) is highly derivative of Wikipedia. Nevertheless, citation practices between the sites differ greatly, with Grokipedia citing many more sources deemed "generally unreliable" or "blacklisted" by the English Wikipedia community and low quality by external scholars, including dozens of citations to sites like Stormfront and Infowars. We then analyze article subsets: one about elected officials, one about controversial topics, and one random subset for which we derive article quality and topic. We find that the elected official and controversial article subsets showed less similarity between their Wikipedia version and Grokipedia version than other pages. The random subset illustrates that Grokipedia focused rewriting the highest quality articles on Wikipedia, with a bias towards biographies, politics, society, and history. Finally, we publicly release our nearly-full scrape of Grokipedia, as well as embeddings of the entire Grokipedia corpus.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Nov 2025.
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Citing papers per year: 2025: 1; 2026: 3.
4 papers.
- 2025Unexpected Knowledge: Auditing Wikipedia and Grokipedia Search Recommendationscited by 2
- 2026Is Grokipedia Right-Leaning? Comparing Political Framing in Wikipedia and Grokipedia on Controversial Topicscited by 1
- 2026The Statistical Signature of LLMscited by 1
- 2026Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologiescited by 0
- 2026Grokipedia vs Wikipedia: An LLM-Based Audit of Political Neutrality along Ideologies16 Jul 2026
- 2026The Statistical Signature of LLMs20 Feb 2026
- 2026Is Grokipedia Right-Leaning? Comparing Political Framing in Wikipedia and Grokipedia on Controversial Topics21 Jan 2026
- 2025Unexpected Knowledge: Auditing Wikipedia and Grokipedia Search Recommendations18 Dec 2025