Leader
9Heralded Score, range 3–33
The most visible software development companies in France, October 2026
Most cited source
10citations
From ChatGPT
Where engines disagree most
Not compared
No engine has a top three yet.
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% | 1% | None | First reading | |
| – | Ottho FR | Unranked | Too few answers | Not measured | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 2% | 0% | None | First reading | |
| – | PeakLab | Unranked | Too few answers | Not measured | –
| 2% | 2% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 2% | 0% | None | First reading | |
| – | REALITIM FR | Unranked | Too few answers | Not measured | –
| 2% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | –
| 1% | 0% | None | First reading | |
| – | Silicia | Unranked | Too few answers | Not measured | –
| 2% | 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 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 | | Vendor site | 5.0% | 1 of 4 | 10 | Not read |
| 2 | | Social | 10.0% | 1 of 4 | 9 | Not read |
| 3 | | Directory | 10.0% | 3 of 4 | 3 | 8 |
| 4 | | Community | 6.7% | 2 of 4 | 6 | Not read |
| 5 | | Directory | 8.3% | 2 of 4 | 5 | Not read |
| 6 | | Regulator | 3.3% | 1 of 4 | 4 | Not read |
| 7 | | Directory | 6.7% | 3 of 4 | 4 | Not read |
| 8 | | Consultancy | 6.7% | 2 of 4 | 4 | Not read |
| 9 | | Review site | 5.0% | 1 of 4 | 4 | Not read |
| 10 | | Social | 6.7% | 2 of 4 | 4 | Not read |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| Quelles sont les meilleures entreprises de développement logiciel pour créer un produit sur mesure ? | French | |
| Externaliser le développement de logiciels sur mesure pour une startup | French | No brand recommended |
| Comment une entreprise peut-elle créer un logiciel sur mesure sans équipe en interne ? | French | No brand recommended |
| Comment trouver un partenaire fiable en développement logiciel ? | French | |
| Développeurs en interne ou entreprise de développement logiciel pour une startup | French | Alpha Korner, Azinove Group, Johan Kasri – Anyma Développement, Silicia and |
| Développement logiciel nearshore ou offshore pour une entreprise de taille moyenne | French | LP Nearshore Offshore |
| Alternatives au recrutement d’une équipe de développement en interne | French | No brand recommended |
| Alternatives aux développeurs freelance pour créer une application | French | No brand recommended |
| Je suis fondateur non technique et je dois créer une application web. Quelle entreprise de développement logiciel devrais-je engager ? | French | Bob le développeur, |
| Je dirige le service informatique d’une entreprise de taille moyenne et je cherche un partenaire pour moderniser nos systèmes existants. | French | INAMA Conseil and INNOSYS, tied |
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
No brand named in at least three answers.
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.