Leader
77Heralded Score, range 69–86
The most visible SEO tools in France, October 2026
Most cited source
16citations
From Google AI Mode and Google AI Overviews
Where engines disagree most
1/4engines put it in their top three
Top three on Google AI Mode, not on Gemini, Google AI Overviews and ChatGPT
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 | 1#44 | –
| 0% | 0% | | First reading | |
| – | | Unranked | Too few answers | Not measured | 3= #39 | –
| 3% | 1% | | First reading | |
| – | | Unranked | Too few answers | Not measured | 3#42 | –
| 1% | 1% | | First reading | |
| – | | Unranked | Too few answers | Not measured | 37#21 | –
| 3% | 2% | | First reading | |
| – | | Unranked | Too few answers | Not measured | 0= #48 | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | 6#37 | –
| 2% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | 1= #45 | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | 25= #28 | –
| 2% | 1% | | First reading | |
| – | | Unranked | Too few answers | Not measured | 0= #48 | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | 21#32 | –
| 3% | 1% | | 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 |
|---|---|---|---|---|---|---|
| 11 | | Vendor site | 3.3% | 2 of 4 | 1 | 5 |
| 12 | | Vendor site | 3.3% | 1 of 4 | 1 | 4 |
| 13 | | Media | 3.3% | 2 of 4 | 1 | 7 |
| 14 | | Directory | 3.3% | 2 of 4 | 1 | 20 |
| 15 | | Consultancy | 3.3% | 2 of 4 | 1 | 8 |
| 16 | | Review site | 3.3% | 2 of 4 | 2 | Not read |
| 17 | | Consultancy | 3.3% | 1 of 4 | 1 | 6 |
| 18 | | Consultancy | 3.3% | 1 of 4 | 1 | 7 |
| 19 | | Community | 3.3% | 2 of 4 | 1 | 8 |
| 20 | | Media | 3.3% | 1 of 4 | 1 | 7 |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| Quels sont les meilleurs outils SEO pour les petites équipes marketing ? | French | |
| Logiciel de référencement naturel pour les petites entreprises | French | |
| Comment une petite entreprise peut-elle savoir pourquoi son site n’apparaît pas dans les résultats de recherche ? | French | |
| Comment trouver les mots-clés que mes clients recherchent ? | French | |
| Faire son SEO en interne avec un logiciel ou faire appel à une agence SEO pour une petite entreprise ? | French | |
| Outils SEO gratuits ou plateformes SEO payantes pour les équipes marketing ? | French | |
| Quelles alternatives aux tableurs pour suivre le classement des mots-clés ? | French | |
| Quelles alternatives aux audits SEO manuels de sites web ? | French | |
| Je m’occupe du marketing dans une entreprise de 20 personnes. Quel outil utiliser pour améliorer notre référencement ? | French | |
| Je suis rédacteur freelance et je veux vérifier sur quels mots-clés mes articles sont bien positionnés. | French | |
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.