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
best accounting software for small business owners English FreshBooks, QuickBooks and Xero, tied
track income and expenses for freelance designers English FreshBooks
how can a freelancer keep business income and expenses organized English FreshBooks and QuickBooks, tied
how to prepare accurate books for a small business English Xero
spreadsheet bookkeeping vs accounting software for small businesses English No brand recommended

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