Leader
47%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
47%of answers name it
Most cited source
19citations
From Google AI Mode and Google AI Overviews
Where engines disagree most
1/4engines put it in their top three
Top three on Google AI Mode, not on Gemini, Google AI Overviews and ChatGPT
| Rank | Brand | Rank change | Heralded Score | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|
| 1 | | New entry | 59 , range 31–75 | 59
| 47% | 22% | | First reading | |
| 2 | | New entry | 35 , range 7–54 | 35
| 13% | 10% | | First reading | |
| = 3 | | New entry | 30 , range 0–74 | 30
| 3% | 2% | None | First reading | |
| = 3 | | New entry | 30 , range 0–74 | 30
| 1% | 1% | None | First reading | |
| = 3 | | New entry | 30 , range 0–74 | 30
| 1% | 1% | None | First reading | |
| 6 | | New entry | 28 , range 0–73 | 28
| 4% | 0% | | First reading | |
| 7 | | New entry | 24 , range 16–55 | 24
| 18% | 8% | | First reading | |
| 8 | | New entry | 24 , range 2–49 | 24
| 9% | 5% | None | First reading | |
| 9 | | New entry | 24 , range 5–51 | 24
| 13% | 4% | None | First reading | |
| 10 | | New entry | 23 , range 8–52 | 23
| 14% | 6% | | 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 | | Social | 20.0% | 2 of 4 | 18 | Not read |
| 2 | | Brand site | 18.3% | 1 of 4 | 7 | 2 |
| 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 | Withheld. Run a full Snapshot to see it. | |||||
| 8 | Withheld. Run a full Snapshot to see it. | |||||
| 9 | Withheld. Run a full Snapshot to see it. | |||||
| 10 | Withheld. Run a full Snapshot to see it. | |||||
| Question | Language | Wins it |
|---|---|---|
| best erp software for small manufacturers | English | |
| inventory and accounting software for small manufacturers | English | |
| how can a small manufacturer manage purchasing, inventory, and production | English | |
| how to keep orders, stock, and accounts in sync | English | |
| spreadsheet-based operations vs integrated software for small manufacturers | English | No brand recommended |
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.