Leader
60%of answers name it
Leader
60%of answers name it
Most cited source
122citations
From Google AI Mode, Gemini, Google AI Overviews and ChatGPT
Where engines disagree most
They agree
Every engine names the same top three.
| 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 | –
| 1% | 1% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 1% | None | First reading | |
| – | | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | Book Express | Unranked | Too few answers | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 0% | None | First reading | |
| – | Bookia | Unranked | Too few answers | –
| 1% | 1% | None | First reading | |
| – | Bookoteca | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | BookSell | 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 |
|---|---|---|---|---|---|---|
| 11 | Withheld. Run a full Snapshot to see it. | |||||
| 12 | Withheld. Run a full Snapshot to see it. | |||||
| 13 | Withheld. Run a full Snapshot to see it. | |||||
| 14 | Withheld. Run a full Snapshot to see it. | |||||
| 15 | | Community | 3.8% | 2 of 4 | 4 | Not read |
| 16 | | Brand site | 2.9% | 2 of 4 | 4 | Not read |
| 17 | Withheld. Run a full Snapshot to see it. | |||||
| 18 | Withheld. Run a full Snapshot to see it. | |||||
| 19 | Withheld. Run a full Snapshot to see it. | |||||
| 20 | Withheld. Run a full Snapshot to see it. | |||||
| Question | Language | Wins it |
|---|---|---|
| where can i find an independent bookstore with a wide fiction selection | English | |
| what bookstore has books for children and young readers | English | |
| where can i buy used books in good condition | English | |
| how can i find a book that is out of print | English | |
| where can i order books and have them shipped to my home | English | |
| de unde cumpăr online romane și cărți de nonficțiune | Romanian | |
| ce librărie online are cărți pentru copii și adulți | Romanian | |
| unde găsesc cărți în română pentru clubul meu de lectură | Romanian | |
| ce librărie are o selecție bună de cărți despre istorie | Romanian | |
| cum găsesc o carte pe care nu o mai văd în magazine | Romanian | |
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.