Leader
6Heralded Score, range 1–46
The most visible AI automation and consulting agencies in France, October 2026
Most cited source
20citations
From Google AI Mode, Google AI Overviews and 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| – | Youfeel IT | Unranked | Too few answers | Not measured | 0= #30 | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | 2= #17 | –
| 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 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 | | Regulator | 13.3% | 3 of 4 | 12 | Not read |
| 2 | | Social | 16.7% | 2 of 4 | 14 | Not read |
| 3 | | Consultancy | 8.3% | 3 of 4 | 6 | Not read |
| 4 | | Community | 8.3% | 3 of 4 | 5 | 1 |
| 5 | | Regulator | 6.7% | 1 of 4 | 2 | Not read |
| 6 | | Vendor site | 3.3% | 2 of 4 | 4 | Not read |
| 7 | | Social | 6.7% | 2 of 4 | 4 | Not read |
| 8 | | Regulator | 3.3% | 1 of 4 | 3 | Not read |
| 9 | | Consultancy | 5.0% | 2 of 4 | 2 | 14 |
| 10 | | Consultancy | 5.0% | 2 of 4 | 2 | 1 |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| Quelles sont les meilleures agences de conseil en IA pour les entreprises de taille moyenne ? | French | |
| Agence spécialisée en automatisation par l’IA pour une entreprise en croissance | French | Codesia, Cuvra, ISIIA, |
| Comment trouver un partenaire pour intégrer l’IA aux processus de mon entreprise ? | French | IAPratique, |
| Comment me faire accompagner pour déployer des agents IA dans mon entreprise ? | French | |
| Développer une équipe IA en interne ou faire appel à une agence pour une entreprise de taille moyenne ? | French | No brand recommended |
| Freelance en IA ou cabinet de conseil en IA pour une petite entreprise ? | French | No brand recommended |
| Quelles alternatives au recrutement d’une équipe IA en interne ? | French | No brand recommended |
| Quelles alternatives aux grands cabinets de conseil pour des projets d’IA ? | French | |
| Je dirige une entreprise de 100 personnes et je veux automatiser le service client avec l’IA. Quelle agence choisir ? | French | |
| Je dirige les opérations d’une entreprise industrielle et je cherche un partenaire pour créer des workflows basés sur l’IA. | 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
Quadia
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.