Leader
40Heralded Score, range 4–53
The most visible SEO agencies in France, October 2026
Most cited source
19citations
From ChatGPT
Where engines disagree most
1/4engines put it in their top three
Top three on ChatGPT, not on Google AI Mode, Gemini and Google AI Overviews
Brands
| Rank | Brand | Rank change | Heralded Score All | AI | Search | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|---|---|
| – | | Unranked | Too few answers | Not measured | 0= #21 | –
| 1% | 1% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | 0= #21 | –
| 1% | 1% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | 0= #21 | –
| 1% | 1% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | 0= #21 | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | 0= #21 | –
| 1% | 1% | None | First reading |
“=” marks brands whose score ranges overlap, so the test cannot separate them. Every brand named in at least three answers is ranked. AI and Search give each brand’s score and rank on that side alone. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.
Most cited sources
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Vendor site | 10.0% | 1 of 4 | 13 | Not read |
| 2 | | Social | 13.3% | 1 of 4 | 14 | Not read |
| 3 | | Community | 11.7% | 2 of 4 | 8 | Not read |
| 4 | | Directory | 8.3% | 3 of 4 | 5 | 3 |
| 5 | | Regulator | 3.3% | 1 of 4 | 2 | Not read |
| 6 | | Directory | 6.7% | 2 of 4 | 3 | Not read |
| 7 | | Regulator | 6.7% | 2 of 4 | 4 | Not read |
| 8 | | Review site | 5.0% | 1 of 4 | 4 | Not read |
| 9 | | Vendor site | 5.0% | 3 of 4 | 4 | Not read |
| 10 | | Consultancy | 5.0% | 3 of 4 | 4 | Not read |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| Quelles sont les meilleures agences SEO pour les petites entreprises ? | French | |
| Services SEO pour une boutique en ligne | French | Agence Zef, HK COM and Réservoir Digital, tied |
| Comment une entreprise peut-elle attirer plus de trafic depuis les moteurs de recherche avec l’aide d’un prestataire ? | French | No brand recommended |
| Comment choisir une agence SEO de confiance ? | French | No brand recommended |
| SEO en interne ou agence SEO pour une entreprise en pleine croissance | French | No brand recommended |
| Freelance SEO ou agence SEO pour une petite entreprise | French | Agence Navio, CL Référencement and |
| Quelles alternatives au recrutement d’un spécialiste SEO à temps plein ? | French | No brand recommended |
| Quelles alternatives au SEO fait soi-même pour un propriétaire de petite entreprise ? | French | No brand recommended |
| Je gère une boutique en ligne et mon trafic issu des moteurs de recherche baisse. Quelle agence SEO choisir ? | French | |
| Je dirige le marketing d’une entreprise de logiciels et je cherche une agence spécialisée en SEO technique et en contenu. | French | |
Each engine's top three
Google AI Mode
No brand named in at least three answers.
Gemini
No brand named in at least three answers.
Google AI Overviews
No brand named in at least three answers.
ChatGPT
- 1
Noiise
Related leaderboards
Method
Each leaderboard ranks brands on two sides. AI is how ChatGPT, Gemini, Google AI Overviews and Google AI Mode answer the board's buyer questions. Search is Google's top 10 results for the keywords behind those questions. All combines the two, where Search is measured.
For the AI side, each month Heralded asks every engine the same buyer questions, twice each, and reads every answer. An answer counts 0 for a brand it leaves out, 50 for a brand it names and 100 for a brand it recommends, and the Heralded Score is built from those. A brand named in at least three answers gets a score and a place.