Leader
47Heralded Score, range 39–61
The most visible HR and payroll tools in France, October 2026
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 | –
| 0% | 0% | 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 | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | WorkBento - Python HR and Payroll Platform | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 2% | 0% | | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | 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 | 15.0% | 3 of 4 | 9 | 2 |
| 2 | | Regulator | 10.0% | 1 of 4 | 10 | 2 |
| 3 | | Social | 11.7% | 2 of 4 | 11 | Not read |
| 4 | | Media | 13.3% | 3 of 4 | 5 | 18 |
| 5 | | Vendor site | 8.3% | 2 of 4 | 5 | 1 |
| 6 | | Social | 6.7% | 1 of 4 | 4 | Not read |
| 7 | | Consultancy | 6.7% | 3 of 4 | 1 | 11 |
| 8 | | Regulator | 3.3% | 1 of 4 | 4 | Not read |
| 9 | | Unclassified | 6.7% | 1 of 4 | 1 | 2 |
| 10 | | Regulator | 6.7% | 2 of 4 | 4 | Not read |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| Quel est le meilleur logiciel de gestion des RH et de la paie pour les petites entreprises ? | French | |
| Comment une petite entreprise peut-elle gérer ses salariés et la paie ? | French | No brand recommended |
| Comment une petite entreprise peut-elle calculer la paie de ses salariés ? | French | Base and |
| Comment suivre les congés et les jours travaillés ? | French | |
| Logiciel RH ou tableur pour gérer la paie dans une petite entreprise ? | French | |
| Gestion du personnel manuelle ou logiciel RH pour les entreprises de taille intermédiaire ? | French | |
| Quelles solutions peut-on utiliser à la place d’un tableur pour suivre les salariés ? | French | |
| Quelles solutions peut-on utiliser à la place du calcul manuel de la paie dans une petite entreprise ? | French | |
| Je dirige une entreprise de 10 salariés. Comment gérer la paie et les congés ? | French | |
| Je dirige une équipe RH et j’ai besoin de suivre le temps de travail de 200 salariés. Quelles sont les solutions possibles ? | 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.