AiSeoCourse Directory

Course record · Live cohort on Vendor academy · French

Formation Generative Engine Optimization (GEO)

Provider: CELSA / Sorbonne Université Instructor: Christophe Lachnitt Price: $964 (EUR 840) one-off (checked 18 Sep 2026)

Visit Formation Generative Engine Optimization (GEO) on Vendor academy
39.6
of 100, rank 6 of 6 French programs
Low confidence Tier D
checked 18 Sep 2026

Formation Generative Engine Optimization (GEO) review: a live cohort program on Vendor academy from CELSA / Sorbonne Université, taught by Christophe Lachnitt, ranked 6 of 6 French programs with a composite of 39.6 at low confidence, evidence tier D (checked 18 September 2026).

Price $964 (EUR 840) one-off (checked 18 Sep 2026). Rating: No public rating (checked 18 Sep 2026). No member or enrolment count is published (checked 18 Sep 2026). Curriculum: 4 of 13 tracked flags confirmed, 1 confirmed absent, 8 unverified.

Verdict

Formation Generative Engine Optimization (GEO) from CELSA, Sorbonne Universite has no course-level rating on any platform the directory checks, so it sits at evidence tier D and is listed without a rank. The brochure does publish a price and names Christophe Lachnitt, but skips refund terms, class size, certificate details and a session date. What you get is a French-language, in-person day on the Jussieu campus covering AI search fundamentals through to performance measurement. That fits a French communications or marketing team whose employer pays the third-party rate of $964.40. Buyers who want dated reviews, recordings or follow-up support should look at a different program.

Who it fits

  • French-speaking marketers who want a single in-person day in Paris
  • Communications teams sent by an employer paying the third-party rate
  • In-house teams starting GEO from a standing start

Who should skip it

  • Buyers who need public reviews before paying
  • Non-French speakers, since the day is taught in French
  • Anyone wanting recordings, a community or follow-up coaching

Score breakdown

Composite 39.6 of 100, rubric v1, evidence tier D, low confidence (31 of 67 attributes confirmed, checked 18 Sep 2026). The score measures public evidence about a program (what is published, what learners say, how current it is), not teaching quality.

AI SEO course scoring methodology: weights, evidence ladder, confidence rule and what was checked and not found for every program. Every price in context: AI SEO course cost.

Satisfaction n/a Volume 0.0 / 22 Recency 21.7 / 26 Sentiment n/a Transparency 9.9 / 34 Completeness 8.0 / 17
Score breakdown for Formation Generative Engine Optimization (GEO): weight, score, points and evidence per dimension
DimensionWeightScorePointsEvidence
Satisfaction 0%base 22% n/a 0.0 No course-level rating found (checked 2026-09-18); platforms checked: official-site, educatly, trustpilot, g2, reddit-rating, youtube
Volume 22%base 13% 0 0.0 . Caps: undefined reviews, members.
Recency 26%base 15% 84 21.7 Latest dated evidence: last dated content update on 22 Jul 2026, 1.9 months before the cutoff of 18 Sep 2026; 3 dated events on record.
Sentiment 0%base 20% n/a 0.0 No independent public discussion or attributed review found (checked 2026-09-18)
Transparency 34%base 20% 29 9.9 2 of 7 checks met (checked 18 Sep 2026); not met: refund policy published, curriculum published (most topic flags resolvable), module or lesson count published, member or enrolment count published, testimonials or reviews carry dates.
Completeness 17%base 10% 46 8.0 31 of 67 tracked attributes confirmed (checked 18 Sep 2026).

Weight redistribution (evidence ladder): satisfaction (22%) to volume, recency, transparency, completeness; sentiment (20%) to volume, recency, transparency, completeness.

Facts

Each value carries its data label (provider-stated, observed, calculated), the date it was checked and its source. Unverified means the value could not be confirmed on a public page by the check date.

Facts about Formation Generative Engine Optimization (GEO) with data label, check date and source
AttributeValueLabelCheckedSource
Provider CELSA / Sorbonne Université provider-stated 18 Sep 2026 [1]
Instructor Christophe Lachnitt provider-stated 18 Sep 2026 [2]
Platform Vendor academy observed 18 Sep 2026 [1]
Format Live cohort: One-day, in-person continuing-education stage with methodological contributions and practical workshops observed 18 Sep 2026 [3]
Level Unverified unverified 18 Sep 2026
Language French observed 18 Sep 2026
Status Live observed 18 Sep 2026 [1]
Price $964 (EUR 840) one-offUSD converted at the ECB reference rate of 17 Sep 2026 provider-stated 18 Sep 2026 [3]
Price note €840 net for third-party payers; €588 net for individuals provider-stated 18 Sep 2026 [3]
Annual price Unverified unverified 18 Sep 2026 [3]
Normalised monthly cost $80 (one-off price amortised over 12 months) calculated 18 Sep 2026
Pricing mechanism One-off training price with separate third-party and individual rates provider-stated 18 Sep 2026 [3]
Instalments Unverified unverified 18 Sep 2026
Regional pricing Unverified unverified 18 Sep 2026
Team pricing Unverified unverified 18 Sep 2026
Refund policy Unverified unverified
Course rating UnverifiedPlatforms checked with no course-level rating: official site, educatly, Trustpilot, G2, Reddit, YouTube unverified 18 Sep 2026
Members or enrolled Unverified unverified 18 Sep 2026
Launched 18 May 2026 provider-stated 18 Sep 2026 [1]
Last dated content update seen 22 July 2026 observed 18 Sep 2026 [3]
Next cohort Unverified unverified 18 Sep 2026
Access model UnverifiedWindow: start unverified to end unverified unverified 18 Sep 2026 [3]
Update model Unverified unverified 18 Sep 2026
Module count Unverified unverified 18 Sep 2026
Lesson count Unverified unverified 18 Sep 2026
Hours of video Unverified unverified 18 Sep 2026
Time to complete 7 provider-stated 18 Sep 2026 [3]
Live call frequency One-off (one-day in-person training) provider-stated 18 Sep 2026 [3]
Live call day Unverified unverified 18 Sep 2026
Live call timezone Unverified unverified 18 Sep 2026
Support channel Unverified unverified 18 Sep 2026
Instructor access Unverified unverified 18 Sep 2026
Practical work Assignments provider-stated 18 Sep 2026 [3]
Certificate Unverified unverified
Community included Unverified unverified 18 Sep 2026 [3]
Tools bundled Unverified unverified 18 Sep 2026
Tools taught Unverified unverified 18 Sep 2026
AI platforms named Other provider-stated 18 Sep 2026 [3]
Audience (provider-stated) Unverified unverified 18 Sep 2026
Provider ranks itself in a roundup Unverified unverified
Affiliate program Unverified unverified 18 Sep 2026
Public case studies Unverified unverified 18 Sep 2026

Formation Generative Engine Optimization (GEO) price and price history

Current price $964 (EUR 840) one-off (checked 18 September 2026). One dated observation on record, so no trend is shown. €840 net for third-party payers; €588 net for individuals.

Formation Generative Engine Optimization (GEO) price history, one row per dated observation
DateAmountModelMembers at the timeNoteSeenSource
18 Sep 2026 EUR 840 One-off unverified Current brochure price; no verified Wayback snapshot was accessible 18 Sep 2026 [3]

Formation Generative Engine Optimization (GEO) refund policy

No refund policy was found on a public page ().

What Formation Generative Engine Optimization (GEO) teaches

4 of 13 tracked curriculum flags are confirmed on public pages, 1 confirmed absent and 8 unverified (checked 18 September 2026). A confirmed flag means the provider's own curriculum or listing names the topic; the source is cited, the wording is not reproduced.

Curriculum flags confirmed for Formation Generative Engine Optimization (GEO)
FlagStatusLabelCheckedSource
GEO Yes provider-stated 18 Sep 2026 [3]
AEO Unverified unverified 18 Sep 2026
LLM citations Yes provider-stated 18 Sep 2026 [1]
Entity SEO Unverified unverified 18 Sep 2026
AI visibility measurement Yes provider-stated 18 Sep 2026 [3]
Traditional SEO Yes provider-stated 18 Sep 2026 [3]
Links and off-page Unverified unverified 18 Sep 2026
Local AI SEO No observed 18 Sep 2026 [3]
Structured data Unverified unverified 18 Sep 2026
AI crawler access Unverified unverified 18 Sep 2026
Content for extraction Unverified unverified 18 Sep 2026
Brand mentions and PR Unverified unverified 18 Sep 2026
AI workflows and automation Unverified unverified 18 Sep 2026

Reception

Ratings by platform

No course-level rating was found (checked 18 September 2026). Platforms checked: official site, educatly, Trustpilot, G2, Reddit, YouTube. A missing rating is never scored as zero; see the score breakdown for how the weight moved.

What public discussion says

No independent public discussion or attributed review found (checked 2026-09-18)

Cautions

Sourced facts from the caution checks (price consistency, page history, instructor identity, testimonial dating, self-ranking, certificate claims). Neutral by design: each line is what a public page shows, with its date.

  1. The seller publishes €840 net for third-party payers and €588 net for individuals. Check 1, seen 18 Sep 2026 [3]
  2. The May announcement says 2 days; the current brochure at https://fc.sorbonne-universite.fr/pdf/fiche/?ID=105102 says 7 hours and the current third-party listing at https://www.educatly.com/program/812561/generative-engine-optimization-geo says 1 day. Check 2, seen 18 Sep 2026 [1]
  3. Christophe Lachnitt is named on the public program listing at https://www.educatly.com/program/812561/generative-engine-optimization-geo and has a public Sorbonne teacher profile. Check 3, seen 18 Sep 2026 [2]
  4. The current brochure says dates are to be seen in the calendar; no session date is visible in the brochure. Check 4, seen 18 Sep 2026 [3]
  5. No testimonials are visible in the official announcement or the two-page brochure at https://fc.sorbonne-universite.fr/pdf/fiche/?ID=105102. Check 5, seen 18 Sep 2026 [1]
  6. The current brochure does not name a certificate or an accrediting body. Check 7, seen 18 Sep 2026 [3]

Compared with

Formation Generative Engine Optimization (GEO) alternatives

Programs in the same format band that cost less, in composite order (checked 18 Sep 2026):

Formation Generative Engine Optimization (GEO) review: questions

How much does Formation Generative Engine Optimization (GEO) cost?

The brochure publishes two one-off net rates in euros: a higher one for third-party payers and a lower one for individuals paying themselves. Converted, the third-party rate is $964.40. Price checked 18 September 2026, with no movement recorded since.

Does the course have a refund policy?

The provider does not publish refund terms in the brochure or the official announcement; checked 18 September 2026. If you are paying as an individual rather than through an employer, ask for the cancellation terms in writing before you book a seat.

Who teaches it?

Christophe Lachnitt, of Croisens, is named on the public program listing and has a Sorbonne teacher profile. The record shows prior products to his name but no published AI search tests. Instructor details checked 18 September 2026.

How long is the course and when does it run?

The current brochure gives 7 hours on the Jussieu campus, delivered as one in-person day. The announcement from May 2026 described a longer format, and a third-party listing says one day. No session date is visible in the brochure.

What does it cover?

AI search and GEO fundamentals, strategic questions, content production and activation, then performance management, alternating teaching with workshops. LLM citations, AI visibility measurement and traditional SEO are confirmed. Local AI SEO is not covered, and eight of the curriculum flags stay unverified.

Sources

  1. https://fc.sorbonne-universite.fr/actualite/nouvelle-formation-generative-engine-optimization-geo/
  2. https://fc.sorbonne-universite.fr/corps_enseignant/christophe-lachnitt/
  3. https://fc.sorbonne-universite.fr/pdf/fiche/?ID=105102

Record last checked on 18 September 2026. Observation cutoff for the dataset: 18 September 2026. Source file: 50-sorbonne-celsa-generative-engine-optimization.md.

Cite this

Formation Generative Engine Optimization (GEO): composite 39.6 of 100 (low confidence), $964 (EUR 840) one-off, No public rating. AiSeoCourse Directory, 18 September 2026. https://aiseocourse.directory/courses/sorbonne-celsa-generative-engine-optimization/ (CC BY 4.0).

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