The most visible accounting tools in France, October 2026

October 2026 · 15 questions asked from France in French and English · ChatGPT, Google AI Overviews, Gemini and Google AI Mode · 60 answers read

AI: how the engines answer the board's questions; Search: Google's top 10 for the questions' demand keywords; All: both combined. How the Heralded Score works.

Where engines disagree most

Pennylane

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 Score trend Mentioned Recommended By engine Mentioned by Change
11 Oracle US New entry 23 , range 0–73
23
  • : score 23 · #11
2% 1% None First reading
12 Dynamics 365 Business Central US New entry 23 , range 0–73
23
  • : score 23 · #12
2% 0% First reading
13 EBP New entry 22 , range 3–50
22
  • : score 22 · #13
10% 5% First reading
14 SmartBill RO New entry 21 , range 0–73
21
  • : score 21 · #14
2% 0% None First reading
15 Wave CA New entry 20 , range 8–49
20
  • : score 20 · #15
13% 7% None First reading
16 NetSuite US New entry 20 , range 0–72
20
  • : score 20 · #16
1% 1% None First reading
17 MaCompta.fr FR New entry 19 , range 1–46
19
  • : score 19 · #17
8% 2% First reading
18 Dolibarr FR New entry 17 , range 0–72
17
  • : score 17 · #18
2% 0% None First reading
19 Axonaut FR New entry 16 , range 1–43
16
  • : score 16 · #19
6% 2% None First reading
20 Microsoft US New entry 13 , range 1–41
13
  • : score 13 · #20
5% 1% 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. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.

This month's moves

First reading. No comparable previous month yet.

Most cited sources

Rank Source Type Cited in Engines Pages cited Brands its pages mention
1 service-public.gouv.fr Regulator 15.0% 2 of 4 10 1
2Withheld. Run a full Snapshot to see it.
3Withheld. Run a full Snapshot to see it.
4Withheld. Run a full Snapshot to see it.
5Withheld. Run a full Snapshot to see it.
6 swapn.fr Consultancy 13.3% 3 of 4 3 7
7Withheld. Run a full Snapshot to see it.
8Withheld. Run a full Snapshot to see it.
9Withheld. Run a full Snapshot to see it.
10Withheld. Run a full Snapshot to see it.

The questions, and who wins each

QuestionLanguageWins it
Quel est le meilleur logiciel de comptabilité pour une petite entreprise ? French EBP, Pennylane, Sage and Tiime, tied
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 Abby, Indy and QuickBooks, tied
Comment enregistrer les revenus et les dépenses de mon entreprise ? French Tiime
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 Indy
Qu’est-ce que je peux utiliser pour éviter de suivre manuellement les dépenses de mon entreprise ? French Pennylane and Tiime, tied
Je suis freelance et je cherche un logiciel de comptabilité en ligne pour gérer mes factures et mes dépenses. French Freebe, Indy, Pennylane and Tiime, tied
Je dirige une entreprise de cinq salariés et j’ai besoin d’un logiciel de comptabilité simple. French Indy

Each engine's top three

Method

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.

How the leaderboards are measured