Leader
47%of answers name it
The most visible marketing automation tools in France, October 2026
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.
Most cited source
23citations
From Google AI Mode, Gemini, Google AI Overviews and ChatGPT
Where engines disagree most
1/4engines put it in their top three
Top three on Google AI Overviews, not on Google AI Mode, Gemini and ChatGPT
Brands
| Rank | Brand | Rank change | Heralded Score | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|
| – | | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 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. 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.
Biggest risers
No clear rise.
Biggest fallers
No clear fall.
New entries
Drop-outs
No drop-outs.
Most cited sources
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Vendor site | 21.7% | 4 of 4 | 19 | 1 |
| 2 | Withheld. Run a full Snapshot to see it. | |||||
| 3 | Withheld. Run a full Snapshot to see it. | |||||
| 4 | | Brand site | 11.7% | 1 of 4 | 7 | 1 |
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | Withheld. Run a full Snapshot to see it. | |||||
| 7 | Withheld. Run a full Snapshot to see it. | |||||
| 8 | Withheld. Run a full Snapshot to see it. | |||||
| 9 | | Brand site | 5.0% | 1 of 4 | 5 | 1 |
| 10 | Withheld. Run a full Snapshot to see it. | |||||
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| Quels sont les meilleurs outils d’automatisation marketing pour les petites équipes ? | French | |
| Comment les équipes marketing peuvent-elles automatiser leurs campagnes d’e-mails ? | French | |
| Comment une équipe marketing peut-elle envoyer des e-mails en fonction des actions des clients ? | French | No brand recommended |
| Comment suivre des prospects du premier contact jusqu’à la vente ? | French | |
| Pour une petite entreprise, vaut-il mieux envoyer des campagnes d’e-mails manuellement ou les automatiser ? | French | |
| Pour une équipe B2B, vaut-il mieux suivre les prospects dans des tableurs ou utiliser un outil d’automatisation ? | French | |
| Quelles solutions existe-t-il pour éviter d’envoyer des e-mails manuellement quand on a une petite équipe ? | French | |
| Quelles alternatives aux tableurs existe-t-il pour suivre les prospects dans une entreprise B2B ? | French | |
| Je dirige une petite entreprise et je veux automatiser mes e-mails sans avoir besoin d’un spécialiste technique. | French | |
| Je suis responsable marketing dans une entreprise B2B et je cherche un moyen de suivre les prospects. | French | |
Each engine's top three
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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.