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 |
|---|---|---|---|---|---|---|---|---|---|
| – | Bookstory | Unranked | Too few answers | –
| 1% | 1% | None | First reading | |
| – | Booksy könyvesbolt - books & more HU | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 1% | None | First reading | |
| – | Cartmara | Unranked | Too few answers | –
| 1% | 1% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 0% | None | First reading | |
| – | CLP | 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 | |
| – | | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 1% | 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 | | Brand site | 30.4% | 4 of 4 | 57 | 2 |
| 2 | | Brand site | 22.5% | 4 of 4 | 44 | Not read |
| 3 | Withheld. Run a full Snapshot to see it. | |||||
| 4 | | Brand site | 5.4% | 4 of 4 | 35 | Not read |
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | | Brand site | 7.9% | 4 of 4 | 9 | Not read |
| 7 | Withheld. Run a full Snapshot to see it. | |||||
| 8 | | Community | 7.1% | 4 of 4 | 12 | Not read |
| 9 | Withheld. Run a full Snapshot to see it. | |||||
| 10 | Withheld. Run a full Snapshot to see it. | |||||
| Question | Language | Wins it |
|---|---|---|
| de unde cumpăr online cărți în română? | Romanian | |
| ce librărie online are cărți pentru toate vârstele? | Romanian | |
| care librărie online are o selecție bună de romane? | Romanian | |
| unde găsesc o librărie online cu multe titluri? | Romanian | |
| cum găsesc cărțile pe care nu le au librăriile din oraș? | Romanian | |
| de unde pot comanda cărți fără să merg la librărie? | Romanian | |
| cum cumpăr cărți online și le primesc acasă? | Romanian | |
| e mai ușor să găsesc cărți pe subiect într-o librărie online? | Romanian | No brand recommended |
| citesc romane și vreau să comand online cărți în română | Romanian | |
| am nevoie de cărți pentru școală și vreau să le găsesc într-un singur loc | 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.