Leader
31Heralded Score, range 9–40
The most visible AI automation and consulting agencies in France, October 2026
Most cited source
34citations
From Google AI Mode, Gemini and ChatGPT
Where engines disagree most
1/4engines put it in their top three
Top three on Gemini, not on Google AI Mode, Google AI Overviews 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% | | First reading | |
| – | Smotly | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | Sooyoos | Unranked | Too few answers | Not measured | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 2% | 2% | | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | Step UpAI | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | Support Flow | Unranked | Too few answers | Not measured | –
| 1% | 1% | 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 |
“=” 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 | 20.0% | 3 of 4 | 17 | 2 |
| 2 | | Regulator | 11.7% | 3 of 4 | 12 | Not read |
| 3 | | Regulator | 11.7% | 1 of 4 | 4 | Not read |
| 4 | | Consultancy | 10.0% | 4 of 4 | 3 | 1 |
| 5 | | Consultancy | 8.3% | 4 of 4 | 3 | 14 |
| 6 | | Social | 5.0% | 1 of 4 | 5 | Not read |
| 7 | | Consultancy | 8.3% | 4 of 4 | 1 | 15 |
| 8 | | Regulator | 5.0% | 1 of 4 | 5 | Not read |
| 9 | | Directory | 3.3% | 2 of 4 | 4 | Not read |
| 10 | | Reference | 6.7% | 2 of 4 | 1 | 14 |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| best ai automation agencies in france | English | |
| ai consulting company for small businesses in france | English | 80 Consulting, Agence D'automatisation Ia | Smart I-Training, |
| how to choose an ai development partner in france | English | |
| how much does an ai automation agency cost in france | English | No brand recommended |
| ai agency vs in-house ai team in france | English | No brand recommended |
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.