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 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | | New entry | 40 , range 4–53 | 21#1 | 72#1 | 40
| 13% | 12% | | First reading | |
| 2 | | New entry | 34 , range 4–50 | 16#2 | 66#2 | 34
| 11% | 7% | | First reading | |
| 3 | | New entry | 16 , range 1–45 | 4#4 | 37= #6 | 16
| 5% | 3% | | First reading | |
| 4 | | New entry | 15 , range 1–40 | 3#7 | 37= #6 | 15
| 5% | 2% | | First reading | |
| 5 | | New entry | 4 , range 1–40 | 6#3 | 0= #21 | 4
| 4% | 1% | None | First reading | |
| 6 | | New entry | 3 , range 1–37 | 4#5 | 0= #21 | 3
| 4% | 0% | None | First reading | |
| 7 | | New entry | 2 , range 1–37 | 4#6 | 0= #21 | 2
| 3% | 1% | None | First reading | |
| 8 | | New entry | 2 , range 1–33 | 3#8 | 0= #21 | 2
| 3% | 0% | 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 |
|---|---|---|
| best seo agencies for small businesses | English | Agence Onze, |
| seo agency for ecommerce websites | English | Agence Onze, |
| how to choose an seo agency | English | No brand recommended |
| how much do seo services cost per month | English | No brand recommended |
| seo agency vs seo freelancer | English | No brand recommended |
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.