Leader
25%of answers name it
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.
Leader
25%of answers name it
Most cited source
4citations
From 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
| Rank | Brand | Rank change | Heralded Score | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|
| 1 | | New entry | 51 , range 20–60 | 51
| 25% | 13% | | First reading | |
| 2 | | New entry | 47 , range 11–56 | 47
| 21% | 9% | | First reading | |
| 3 | | New entry | 44 , range 21–61 | 44
| 27% | 13% | | First reading | |
| 4 | | New entry | 40 , range 19–57 | 40
| 22% | 11% | | First reading | |
| 5 | Ciel FR | New entry | 36 , range 0–74 | 36
| 4% | 0% | None | First reading | |
| 6 | | New entry | 35 , range 21–59 | 35
| 26% | 10% | None | First reading | |
| 7 | | New entry | 32 , range 12–55 | 32
| 14% | 11% | None | First reading | |
| 8 | | New entry | 32 , range 7–53 | 32
| 14% | 8% | None | First reading | |
| 9 | | New entry | 27 , range 1–44 | 27
| 7% | 3% | | First reading | |
| 10 | | New entry | 26 , range 0–73 | 26
| 3% | 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.
First reading. No comparable previous month yet.
No clear rise.
No clear fall.
No drop-outs.
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Media | 6.7% | 1 of 4 | 1 | 5 |
| 2 | Withheld. Run a full Snapshot to see it. | |||||
| 3 | | Media | 3.3% | 1 of 4 | 1 | 6 |
| 4 | Withheld. Run a full Snapshot to see it. | |||||
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | | Media | 1.7% | 1 of 4 | 1 | Not read |
| 7 | Withheld. Run a full Snapshot to see it. | |||||
| 8 | Withheld. Run a full Snapshot to see it. | |||||
| 9 | Withheld. Run a full Snapshot to see it. | |||||
| 10 | | Media | 1.7% | 1 of 4 | 1 | Not read |
| Question | Language | Wins it |
|---|---|---|
| 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 | |
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.