Leader
63Heralded Score, range 29–74
The most visible workflow automation and AI agent platforms in France, October 2026
Most cited source
6citations
From Google AI Mode and Google AI Overviews
Where engines disagree most
3/4engines put it in their top three
Top three on Gemini, Google AI Overviews and ChatGPT, not on Google AI Mode
Brands
| Rank | Brand | Rank change | Heralded Score All | AI | Search | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | | New entry | 63 , range 29–74 | 59#1 | 70#3 | 63
| 41% | 23% | | First reading | |
| 2 | | New entry | 62 , range 29–74 | 57#2 | 71#2 | 62
| 41% | 24% | | First reading | |
| 3 | | New entry | 61 , range 30–73 | 55#3 | 72#1 | 61
| 41% | 23% | | First reading | |
| 4 | | New entry | 32 , range 23–64 | 46#4 | 9#7 | 32
| 25% | 18% | | First reading | |
| 5 | | New entry | 22 , range 6–52 | 31#5 | 7= #10 | 22
| 11% | 8% | | First reading | |
| 6 | | New entry | 6 , range 3–47 | 9#6 | 2#27 | 6
| 9% | 0% | None | First reading | |
| 7 | | New entry | 6 , range 1–46 | 7#8 | 6#13 | 6
| 5% | 2% | None | First reading | |
| 8 | | New entry | 5 , range 2–46 | 8#7 | 0= #28 | 5
| 4% | 3% | None | First reading | |
| 9 | | New entry | 5 , range 1–45 | 5#10 | 3= #22 | 5
| 6% | 0% | None | First reading | |
| 10 | | New entry | 4 , range 1–46 | 6#9 | 0= #28 | 4
| 4% | 2% | 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 | 6.7% | 2 of 4 | 3 | 3 |
| 2 | | Vendor site | 3.3% | 1 of 4 | 5 | Not read |
| 3 | | Vendor site | 1.7% | 1 of 4 | 5 | Not read |
| 4 | | Vendor site | 1.7% | 1 of 4 | 3 | Not read |
| 5 | | Vendor site | 5.0% | 2 of 4 | 1 | 6 |
| 6 | | Vendor site | 3.3% | 1 of 4 | 2 | Not read |
| 7 | | Vendor site | 3.3% | 2 of 4 | 1 | Not read |
| 8 | | Vendor site | 3.3% | 1 of 4 | 2 | Not read |
| 9 | | Vendor site | 3.3% | 1 of 4 | 2 | Not read |
| 10 | | Vendor site | 3.3% | 2 of 4 | 2 | Not read |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| Quels sont les meilleurs outils d’automatisation des workflows pour les petites entreprises ? | French | |
| Des agents IA pour automatiser les processus métier | French | |
| Comment une petite équipe peut-elle connecter ses applications et automatiser les tâches courantes ? | French | |
| Comment créer un agent IA qui s’occupe des tâches répétitives de mon équipe ? | French | |
| Transferts manuels ou workflows automatisés pour les équipes opérationnelles ? | French | No brand recommended |
| Automatisation basée sur des règles ou agents IA pour les processus métier ? | French | |
| Quelles alternatives à la saisie manuelle de données entre différentes applications ? | French | |
| Quelles alternatives au recrutement de développeurs pour créer des intégrations ? | French | |
| Je gère les opérations d’une entreprise de 50 personnes. Quels outils utiliser pour automatiser les validations et la saisie de données ? | French | |
| Je dirige une équipe financière submergée par les factures et je voudrais automatiser leur traitement. | 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.