Leader
66%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
66%of answers name it
Most cited source
2citations
From Google AI Overviews
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 |
|---|---|---|---|---|---|---|---|---|---|
| 1 | | New entry | 76 , range 46–82 | 76
| 66% | 28% | None | First reading | |
| 2 | | New entry | 60 , range 33–76 | 60
| 49% | 22% | None | First reading | |
| 3 | | New entry | 57 , range 31–76 | 57
| 47% | 21% | None | First reading | |
| 4 | | New entry | 40 , range 18–57 | 40
| 20% | 11% | None | First reading | |
| 5 | | New entry | 38 , range 0–77 | 38
| 4% | 2% | None | First reading | |
| 6 | | New entry | 35 , range 0–76 | 35
| 4% | 1% | None | First reading | |
| 7 | | New entry | 31 , range 0–75 | 31
| 3% | 1% | None | First reading | |
| 8 | | New entry | 31 , range 5–52 | 31
| 15% | 4% | None | First reading | |
| 9 | | New entry | 27 , range 0–75 | 27
| 4% | 2% | None | First reading | |
| 10 | | New entry | 24 , range 6–52 | 24
| 13% | 6% | 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 | | Community | 3.3% | 1 of 4 | 2 | Not read |
| 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. | |||||
| Question | Language | Wins it |
|---|---|---|
| best ecommerce platform for small businesses selling online | English | |
| online store software for independent retailers | English | |
| how can a small business sell products online | English | |
| how to set up an online shop for a clothing business | English | |
| how can an independent retailer take orders online | 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.