Data study of 9975 AI answers in Education: which platforms the AIs cite in this sector, how it differs from the general ranking, and what to do about it.

In Education, 9975 AI answers were measured between May 2026 and August 2026. The most cited platform is YouTube at 4.17%, ahead of Trustpilot at 3.22%. That ranking differs from the general one: GitHub is cited 7.7 times more here than in the general ranking.
Education is the sector where video and professional profiles matter most, and where a code repository outranks its global position by a wide margin.
A citation rate of 2% means the source was cited twice for every 100 measured answers. Rates are computed per model against the number of answers of that model, so a model with a smaller sample never distorts a column. A source cited several times inside one answer is counted once per company block, which keeps a single verbose answer from dominating a month.
The distribution is worth as much as the ranking. The top three sources hold 51% of the citations counted in this table, 9 platforms sit above 1%, and YouTube is cited 1.3 times more often than Trustpilot. A market where three sources hold most of the citations rewards depth on those three rather than presence everywhere.
This sector was measured on 9975 answers, 71.7% of them in French, across all five models (ChatGPT, Gemini, Perplexity, Claude, Grok). The language mix matters when you read the ranking, because local platforms weigh more in French speaking markets.
This sector was measured over 4 months, between May 2026 and August 2026, on 9975 answers, and 32 platforms recorded at least one citation. Its leading source, YouTube, fell from 8.32% in May 2026 to 0.8% in August 2026, which is the kind of movement that makes a ranking older than one quarter unreliable.
Learners ask process questions, and the models answer them with demonstrations. Video leads, community threads follow, and professional profiles carry the credibility of the person teaching. For a school, a training company or an independent instructor, the practical consequence is that the trainer profile and the course page have to describe the same person and the same programme consistently, because both surface in the same answers.
Every number on this page comes from the public Sorank dataset. The underlying figures, the monthly detail and the filters are available here:
Open the source data on data.sorank.com
Data updated on 2026-08-26.
This study is free to quote, in an article, a deck or a report. Please cite the source and the measurement period, because the numbers move every month.
Sorank (2026). Education AI Citation Study: 9975 AI Answers Measured. Sorank GEO studies, measured on 301025 AI answers collected between August 2025 and August 2026. Available at https://www.sorank.com/data/education-ai-citation-study
The same panel, read from another angle:
This study describes a market. Sorank measures your site: which questions mention you, which mention someone else, and what to publish to change that, tracked weekly across the same five AI.
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YouTube at 4.17%, ahead of Trustpilot at 3.22% and Reddit at 2.73%. The full ranking is on this page, and the source data is public on data.sorank.com.
On 301025 answers from five AI, collected between August 2025 and August 2026, with every cited source extracted and normalised. The citation rate is the number of citations per 100 measured answers. The public dataset is on data.sorank.com.
They matter for trust, but in this panel they are cited less often than video and professional profiles. Publish the accreditation as a fact on your own page rather than relying on a third party to surface it.