Leader
56%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
56%of answers name it
Most cited source
1citations
From Google AI Overviews
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
| Rank | Brand | Rank change | Heralded Score | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|
| 1 | | New entry | 51 , range 42–66 | 51
| 56% | 22% | None | First reading | |
| 2 | | New entry | 41 , range 33–51 | 41
| 38% | 15% | None | First reading | |
| 3 | | New entry | 35 , range 24–45 | 35
| 26% | 13% | None | First reading | |
| 4 | | New entry | 34 , range 21–44 | 34
| 26% | 11% | None | First reading | |
| 5 | | New entry | 33 , range 16–42 | 33
| 23% | 10% | None | First reading | |
| 6 | | New entry | 30 , range 9–39 | 30
| 18% | 8% | None | First reading | |
| 7 | | New entry | 23 , range 7–37 | 23
| 17% | 5% | None | First reading | |
| 8 | | New entry | 16 , range 5–35 | 16
| 14% | 4% | None | First reading | |
| 9 | | New entry | 14 , range 5–35 | 14
| 13% | 5% | None | First reading | |
| 10 | | New entry | 10 , range 4–34 | 10
| 10% | 5% | 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.
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Community | 1.7% | 1 of 4 | 1 | Not read |
| Question | Language | Wins it |
|---|---|---|
| best hr and payroll software for small businesses | English | |
| pay employees and manage hr for small businesses | English | |
| how can a small business pay employees and manage hr | English | |
| how to run payroll and keep employee records up to date | English | No brand recommended |
| payroll software vs hr software for small businesses | English | |
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.