Leader
64%of answers name it
Leader
64%of answers name it
Most cited source
33citations
From Google AI Mode, Gemini, Google AI Overviews and ChatGPT
Where engines disagree most
2/4engines put it in their top three
Top three on Google AI Mode and Google AI Overviews, not on Gemini and ChatGPT
| Rank | Brand | Rank change | Heralded Score | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|
| 1 | | New entry | 69 , range 54–78 | 69
| 64% | 46% | None | First reading | |
| 2 | | New entry | 50 , range 41–65 | 50
| 48% | 29% | None | First reading | |
| 3 | | New entry | 45 , range 37–57 | 45
| 47% | 18% | None | First reading | |
| 4 | | New entry | 41 , range 34–51 | 41
| 40% | 15% | None | First reading | |
| 5 | | New entry | 8 , range 4–32 | 8
| 12% | 0% | None | First reading | |
| 6 | | New entry | 6 , range 2–31 | 6
| 5% | 5% | None | First reading | |
| – | | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | 2 Minute Readers | Unranked | Too few answers | –
| 2% | 2% | None | First reading | |
| – | | Unranked | Too few answers | –
| 2% | 2% | None | First reading | |
| – | Concise Reading | Unranked | Too few answers | –
| 1% | 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 | | Reference | 5.6% | 1 of 4 | 1 | 0 |
| 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 | Withheld. Run a full Snapshot to see it. | |||||
| 7 | | Reference | 1.4% | 1 of 4 | 1 | 0 |
| 8 | Withheld. Run a full Snapshot to see it. | |||||
| 9 | | Reference | 1.4% | 1 of 4 | 1 | Not read |
| 10 | Withheld. Run a full Snapshot to see it. | |||||
| Question | Language | Wins it |
|---|---|---|
| one book summary app or separate sources for business and self-help books? | English | |
| how can i get the main ideas from books without reading each one? | English | |
| i manage a team and need quick summaries of books on leadership | English | No brand recommended |
| i commute every day and want to learn from audio book summaries | English | |
| i am a student with limited time and need the key ideas from nonfiction books | English | |
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.