Leader
51Heralded Score, range 20–60
The most visible accounting tools in France, October 2026
Most cited source
26citations
From 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| – | | Unranked | Too few answers | Not measured | 0= #77 | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | Not measured | 2#71 | –
| 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 | 15.0% | 2 of 4 | 10 | 1 |
| 2 | | Social | 13.3% | 2 of 4 | 15 | Not read |
| 3 | | Consultancy | 13.3% | 3 of 4 | 3 | 7 |
| 4 | | Regulator | 5.0% | 1 of 4 | 6 | 6 |
| 5 | | Consultancy | 10.0% | 3 of 4 | 5 | 9 |
| 6 | | Vendor site | 11.7% | 3 of 4 | 4 | 4 |
| 7 | | Vendor site | 10.0% | 3 of 4 | 7 | Not read |
| 8 | | Consultancy | 8.3% | 3 of 4 | 2 | 8 |
| 9 | | Media | 6.7% | 1 of 4 | 1 | 5 |
| 10 | | Regulator | 3.3% | 1 of 4 | 2 | Not read |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| Quel est le meilleur logiciel de comptabilité pour une petite entreprise ? | French | |
| Comment les petites entreprises peuvent-elles suivre leurs revenus et leurs dépenses ? | French | No brand recommended |
| Comment une petite entreprise peut-elle suivre ses dépenses ? | French | |
| Comment enregistrer les revenus et les dépenses de mon entreprise ? | French | |
| Pour une petite entreprise, vaut-il mieux utiliser un logiciel de comptabilité ou un tableur ? | French | No brand recommended |
| Pour un entrepreneur, vaut-il mieux externaliser la comptabilité ou la gérer en interne ? | French | No brand recommended |
| Quelle est une bonne alternative aux tableurs pour la comptabilité d’une petite entreprise ? | French | |
| Qu’est-ce que je peux utiliser pour éviter de suivre manuellement les dépenses de mon entreprise ? | French | |
| Je suis freelance et je cherche un logiciel de comptabilité en ligne pour gérer mes factures et mes dépenses. | French | |
| Je dirige une entreprise de cinq salariés et j’ai besoin d’un logiciel de comptabilité simple. | French | |
Each engine's top three
Google AI Mode
- 1
QuickBooks
- = 2
FreshBooks
- = 2
Sage
Gemini
- 1
- 2
Indy
- 3
Google AI Overviews
- 1
- = 2
- = 2
Tiime
ChatGPT
- 1
Pennylane
- 2
- 3
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.