Leader
38Heralded Score, range 31–47
The most visible SEO agencies in France, October 2026
Most cited source
21citations
From Google AI Mode, Google AI Overviews and ChatGPT
Where engines disagree most
1/4engines put it in their top three
Top three on Google AI Overviews, not on Google AI Mode, Gemini and ChatGPT
Brands
Search is not measured for this board yet, so it ranks on AI answers.
| Rank | Brand | Rank change | Heralded Score All | AI | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|---|
| – | | Unranked | Too few answers | Not measured | –
| 1% | 0% | None | First reading | |
| – | ReferenSEO | Unranked | Too few answers | Not measured | –
| 5% | 5% | None | First reading | |
| – | Réservoir Digital FR | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 2% | 0% | | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | 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 gives each brand’s score and rank from the engines’ answers; Search is not measured for this board yet. 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 | | Regulator | 16.7% | 3 of 4 | 13 | 2 |
| 2 | | Directory | 15.0% | 3 of 4 | 7 | 5 |
| 3 | | Vendor site | 8.3% | 2 of 4 | 7 | Not read |
| 4 | | Media | 10.0% | 3 of 4 | 1 | 6 |
| 5 | | Consultancy | 8.3% | 3 of 4 | 1 | Not read |
| 6 | | Review site | 6.7% | 2 of 4 | 3 | 6 |
| 7 | | Directory | 6.7% | 2 of 4 | 4 | Not read |
| 8 | | Consultancy | 6.7% | 3 of 4 | 2 | Not read |
| 9 | | Consultancy | 6.7% | 1 of 4 | 1 | Not read |
| 10 | | Consultancy | 6.7% | 1 of 4 | 1 | Not read |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| Quelles sont les meilleures agences SEO pour les petites entreprises en France ? | French | |
| Services SEO pour une boutique en ligne en France | French | Agence Onze, |
| Comment une entreprise peut-elle attirer plus de trafic depuis les moteurs de recherche avec l’aide d’un prestataire en France ? | French | No brand recommended |
| Comment choisir une agence SEO de confiance en France ? | French | |
| SEO en interne ou agence SEO pour une entreprise en croissance en France | French | No brand recommended |
| Freelance SEO ou agence SEO pour une petite entreprise en France | French | No brand recommended |
| Quelles alternatives à l’embauche d’un spécialiste SEO à temps plein en France ? | French | No brand recommended |
| Quelles alternatives au SEO fait soi-même pour un dirigeant de petite entreprise en France ? | French | No brand recommended |
| Je gère une boutique en ligne en France et mon trafic issu des moteurs de recherche baisse. Quelle agence SEO devrais-je choisir ? | French | |
| best seo agencies for small businesses in france | English | |
Each engine's top three
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.