Education covers schools and universities, vocational and professional training, online courses, tutoring, language schools and driving schools. When people ask an AI assistant where to study or how to train, the answer combines public information on funding and certification, the providers' own programme pages, learning platforms and reviews. In France, questions about publicly funded training make official portals a central source.
Key takeaways
- The 3 most cited domains take 23% of the citations of the top 20 in Education, against a median of 32% across sectors.
- Closest sector by cited sources: Electronics (7 of the 20 most cited domains in common).
Summarize this page with ChatGPTClaudePerplexity
What changed in September 2026
- Answers analyzed 2'600 (▼ 10% vs August 2026)
- First domain francecompetences.fr (5.35 per 100 answers), replacing moncompteformation.gouv.fr
- First platform Trustpilot (3.62 per 100 answers)
Months compared: September 2026 and August 2026. The platforms that rose and fell the most are listed just below.
Biggest movers in September 2026
Rises
Trustpilot3.17 to 3.62+0.45 pt
Most cited domains in AI answers, Education
8 of the 10 most cited domains in Education (travail-emploi.gouv.fr, moncompteformation.gouv.fr and nouvelleecole.fr) do not appear among the 50 most cited domains of the whole panel.
How to read it: each bar is a domain; its length is its number of citations per 100 answers over the selected period and filters.
Domains ranked by citations per 100 answers, all periods combined.
| Rank | Rank change | Domain | Citations | per 100 answers | Share of citations | 12 months |
|---|---|---|---|---|---|---|
| 1 | Unchanged | 296 | 3.74 | 0.93% | Trend: 4.00 in Jul 2026, 3.81 in Sep 2026, high 4.00. | |
| 2 | Up 2 | 287 | 3.62 | 0.90% | Trend: 2.85 in Jul 2026, 4.46 in Sep 2026, high 4.46. | |
| 3 | Down 1 | 285 | 3.60 | 0.89% | Trend: 2.19 in Jul 2026, 4.42 in Sep 2026, high 4.42. | |
| 4 | Down 3 | 282 | 3.56 | 0.88% | Trend: 1.98 in Jul 2026, 4.08 in Sep 2026, high 4.41. | |
| 5 | Down 4 | 263 | 3.32 | 0.82% | Trend: 4.70 in Jul 2026, 2.23 in Sep 2026, high 4.70. | |
| 6 | Up 2 | 245 | 3.09 | 0.77% | Trend: 3.66 in Aug 2026, 5.35 in Sep 2026, high 5.35. | |
| 7 | Down 3 | 231 | 2.91 | 0.72% | Trend: 3.22 in Jul 2026, 2.38 in Sep 2026, high 3.22. | |
| 8 | Up 1 | 221 | 2.79 | 0.69% | Trend: 3.67 in Jul 2026, 2.38 in Sep 2026, high 3.67. | |
| 9 | Up 1 | 209 | 2.64 | 0.66% | Trend: 2.23 in Jul 2026, 2.77 in Sep 2026, high 2.86. | |
| 10 | Down 8 | 163 | 2.06 | 0.51% | Trend: 2.02 in Jul 2026, 1.88 in Sep 2026, high 2.24. | |
| 11 | out of top | 149 | 1.88 | 0.47% | Trend: 3.51 in Jul 2026, 2.21 in Aug 2026, high 3.51. | |
| 12 | Up 4 | 148 | 1.87 | 0.46% | Trend: 1.73 in Jul 2026, 2.00 in Sep 2026, high 2.00. | |
| 13 | Up 2 | 143 | 1.80 | 0.45% | Trend: 2.62 in Aug 2026, 2.58 in Sep 2026, high 2.62. | |
| 14 | Down 4 | 134 | 1.69 | 0.42% | Trend: 2.69 in Aug 2026, 2.15 in Sep 2026, high 2.69. | |
| 15 | Down 2 | 123 | 1.55 | 0.39% | Trend: 2.38 in Aug 2026, 2.08 in Sep 2026, high 2.38. | |
| 16 | out of top | 120 | 1.51 | 0.38% | Trend: 2.80 in Jul 2026, 1.79 in Aug 2026, high 2.80. | |
| 17 | out of top | 118 | 1.49 | 0.37% | Trend: 2.31 in Jul 2026, 2.14 in Aug 2026, high 2.31. | |
| 18 | new | 116 | 1.46 | 0.36% | Trend: 2.60 in Jul 2026, 2.04 in Sep 2026, high 2.60. | |
| 19 | new | 106 | 1.34 | 0.33% | Trend: 2.19 in Jul 2026, 2.04 in Sep 2026, high 2.19. | |
| 20 | new | 87 | 1.10 | 0.27% | 3.35 in Sep 2026. |
Rankings are rebuilt from monthly rankings: the counts at the end of a list can be minimums. Industry: the business of the analyzed website, classified by Sorank. Data since July 2026. Rank change: rank in the September 2026 monthly list against August 2026 (new: absent from the August 2026 list). A dash: fewer than 1'000 answers in one of the two months in this scope, or absent from the September 2026 list. 12 months: monthly rate per 100 answers; gaps when the domain is out of the monthly list, hollow points for months under 1'000 answers.
Most cited platforms in AI answers, Education
Trustpilot is the platform AI cites most in Education: 3.48 citations per 100 answers, 1.6 times its rate across all sectors over the same months (2.13).
How to read it: each bar is one of the tracked platforms; its length is its number of citations per 100 answers over the selected period.
| Rank | Rank change | Platform | per 100 answers | 12 months |
|---|---|---|---|---|
| 1 | Unchanged | 3.48 | Trend: 3.71 in Jul 2026, 3.62 in Sep 2026, high 3.71. | |
| 2 | Unchanged | 1.93 | Trend: 2.85 in Jul 2026, 1.27 in Sep 2026, high 2.85. | |
| 3 | Unchanged | 1.05 | Trend: 1.36 in Jul 2026, 0.73 in Sep 2026, high 1.36. | |
| 4 | Up 3 | 0.92 | Trend: 2.23 in Jul 2026, 0.35 in Sep 2026, high 2.23. | |
| 5 | Up 1 | 0.72 | Trend: 1.15 in Jul 2026, 0.46 in Sep 2026, high 1.15. | |
| 6 | Down 2 | 0.53 | Trend: 0.54 in Jul 2026, 0.31 in Sep 2026, high 0.72. | |
| 7 | Down 8 | 0.43 | Trend: 0.62 in Jul 2026, 0.12 in Sep 2026, high 0.62. | |
| 8 | Down 2 | 0.41 | Trend: 0.54 in Jul 2026, 0.23 in Sep 2026, high 0.54. | |
| 9 | Up 2 | 0.39 | Trend: 0.66 in Jul 2026, 0.23 in Sep 2026, high 0.66. | |
| 10 | Up 1 | 0.23 | Trend: 0.49 in Jul 2026, 0.12 in Sep 2026, high 0.49. |
Rank change: rank among the platforms cited in September 2026 against August 2026 (new: not cited in August 2026). A dash: fewer than 1'000 answers in one of the two months in this scope, or not cited in September 2026. 12 months: monthly rate per 100 answers, hollow points for months under 1'000 answers.
AI models compared
AI assistants do not agree on the first source in Education: ChatGPT cites moncompteformation.gouv.fr first; Gemini cites cegos.fr first; Perplexity cites nouvelleecole.fr first.
How to read it: left, how the citations split between the five models; right, each model's citations per 100 answers, month by month.
First source of each AI model in Education
| Model | First source | per 100 answers | Second source |
|---|---|---|---|
| 8.82 | ||
| 6.93 | |||
| 2.68 | |||
| 15.69 | |||
| 24.31 |
Which education questions do people put to AI assistants?
Education prompts follow a decision path. First comes orientation: "which training to become a UX designer", "best online English course for professionals", "how to prepare for an intensive coding course". Then funding: "is this course eligible for CPF" (France's personal training account), "how to pay for a training programme as a job seeker". Finally the choice of a provider: "maths tutoring for a high school student in Bordeaux", "certified barista training", "3D printing course for beginners".
Each step calls for different sources. Orientation answers draw on guides, course catalogues and job descriptions; funding answers on official rules; provider choices on reviews and detailed programme pages.
Parents, students, employees and HR managers all ask these questions, with different vocabulary. An employer asks about "training budget" and "certification", a learner about "price", "duration" and "online or in person".
Public portals, training providers and learning platforms
Public bodies are a major source in this industry, at least for French-language prompts. The Mon Compte Formation portal, France Compétences, the labour and education ministries, the public employment service and the public service guides are cited to explain eligibility, certifications and funding.
Training providers form the second group. Large training organisations (Cegos, AFPA, CNED, OpenClassrooms), tutoring networks such as Acadomia, and language providers such as Berlitz, Wall Street English, Preply or Duolingo are cited when a prompt asks who offers a given course.
Specialised schools appear for niche skills: coffee and barista schools, 3D printing training, crafts and trades. In these niches a single detailed programme page can be enough, because few competitors describe the content, duration and certification of their course precisely.
Reviews and social platforms complete the answers: Trustpilot, Facebook and local directories for reputation, YouTube and LinkedIn for the teaching content itself and the credibility of instructors.
What an education provider should take from this
An AI answer about training reads like advice more than like a list of results. The model often explains how to choose (certification, format, funding, outcomes) before naming providers, and it names those whose pages supply the facts behind these criteria. A course page without duration, price, prerequisites or certification status leaves the model with little to work with.
Trust signals carry real weight, because training is a significant purchase with an uncertain outcome. Official registration (in France, the Qualiopi quality certification and the listing of a diploma in the RNCP, the national register of professional certifications), published outcomes, named teachers and verified reviews all help a model judge that a provider is safe to recommend.
For GEO (Generative Engine Optimization), the practical consequence is simple: treat each programme page as a complete answer, saying who the course is for, what it leads to, what it costs and how to finance it.
How a school or training organisation can be cited by AI
- Give each programme its own page with objectives, duration, format (online, in person, blended), price, prerequisites and the certification obtained.
- Explain the funding options that apply to your courses (in France: CPF, France Travail, employer funding) and update these explanations when the rules change.
- Write your quality certifications and official registrations in plain text, not only as logos, so that AI models can read them.
- Publish outcomes when you have them: exam pass rates, jobs found after the course, testimonials linked to a named programme.
- Gather reviews on Trustpilot, course directories and your business listings, and respond to them, including the critical ones.
- Turn the questions prospective learners ask your admissions team into short FAQ blocks on programme pages: they mirror the way people phrase their prompts.
Frequently asked questions
Why do AI assistants mention CPF and government sites when I ask about a training course?
Because in France funding often decides whether a course is chosen, and the rules come from public sources. When a prompt mentions retraining, a certificate or a job seeker, models check eligibility on official portals such as Mon Compte Formation or France Compétences before naming providers. Courses that clearly state their eligibility are easier to recommend.
Does Qualiopi certification help a training organisation get recommended by AI?
It helps indirectly. Qualiopi is the French quality certification required to receive public or pooled training funds, so models often mention it as a selection criterion. A provider that states its certification clearly in the text of its pages matches that criterion; one that only shows a logo or hides it in a PDF may be overlooked.
How can a tutoring company or language school appear in AI answers?
By being specific about subjects, levels, locations and formats. Prompts such as "online English lessons for sales teams" or "maths tutoring for a final-year student in Nantes" are matched with pages that describe exactly that offer. Add prices or price ranges, teacher qualifications and recent reviews, and keep local directory listings consistent.
Are edtech companies part of the Education industry?
It depends on what they sell. Schools, training organisations, tutoring services, online course providers, language schools and driving schools belong to Education. A company selling software to schools or trainers, such as a learning management system, is classified under Software, because the industry reflects the business of the analysed website.
Which websites do AI assistants cite for Education businesses?
Trustpilot (3.74 citations per 100 answers), makershop.fr (3.62) and travail-emploi.gouv.fr (3.60), across 7'925 answers from ChatGPT, Claude, Gemini, Grok and Perplexity about Education businesses since July 2026.
Which platforms do AI assistants cite in Education?
Trustpilot (3.48 citations per 100 answers), YouTube (1.93) and LinkedIn (1.05).
Method and sources
387'471 answers from ChatGPT, Claude, Gemini, Grok and Perplexity, from August 2025 to September 2026, to the questions Sorank asks every week to follow its clients' visibility (88% of them in French). A citation is a source domain given in an answer; the rate is the number of citations per 100 answers. Data snapshot of 2 October 2026.
Full methodology · Raw data (JSON)
How to cite this page: Sorank Data, “Websites AI cites most in Education (Sep 2026)”, data.sorank.com, data snapshot of 2 October 2026.
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