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
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
| 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% | None | 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 | | Regulator | 15.0% | 2 of 4 | 10 | 1 |
| 2 | Withheld. Run a full Snapshot to see it. | |||||
| 3 | Withheld. Run a full Snapshot to see it. | |||||
| 4 | Withheld. Run a full Snapshot to see it. | |||||
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | | Consultancy | 13.3% | 3 of 4 | 3 | 7 |
| 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 | Withheld. Run a full Snapshot to see it. | |||||
| Question | Language | Wins it |
|---|---|---|
| best accounting software for small business owners | English | |
| track income and expenses for freelance designers | English | |
| how can a freelancer keep business income and expenses organized | English | |
| how to prepare accurate books for a small business | English | |
| spreadsheet bookkeeping vs accounting software for small businesses | English | No brand recommended |
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.