Leader
41%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
41%of answers name it
Most cited source
2citations
From Google AI Overviews
Where engines disagree most
1/4engines put it in their top three
Top three on Gemini, not on Google AI Mode, Google AI Overviews and ChatGPT
| Rank | Brand | Rank change | Heralded Score | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|
| 1 | | New entry | 56 , range 30–75 | 56
| 41% | 24% | None | First reading | |
| 2 | | New entry | 42 , range 15–57 | 42
| 21% | 9% | None | First reading | |
| 3 | | New entry | 40 , range 25–62 | 40
| 28% | 17% | None | First reading | |
| 4 | | New entry | 24 , range 11–54 | 24
| 15% | 8% | None | First reading | |
| = 5 | | New entry | 24 , range 0–76 | 24
| 1% | 1% | None | First reading | |
| = 5 | | New entry | 24 , range 0–76 | 24
| 3% | 2% | None | First reading | |
| = 5 | | New entry | 24 , range 0–76 | 24
| 1% | 1% | None | First reading | |
| = 5 | | New entry | 24 , range 0–76 | 24
| 1% | 1% | None | First reading | |
| = 5 | | New entry | 24 , range 0–76 | 24
| 1% | 1% | None | First reading | |
| = 5 | | New entry | 24 , range 0–76 | 24
| 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 | | Reference | 3.3% | 1 of 4 | 2 | Not read |
| 2 | | Reference | 1.7% | 1 of 4 | 1 | Not read |
| 3 | Withheld. Run a full Snapshot to see it. | |||||
| 4 | | Reference | 1.7% | 1 of 4 | 1 | Not read |
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | | Reference | 1.7% | 1 of 4 | 1 | Not read |
| 7 | | Reference | 1.7% | 1 of 4 | 1 | Not read |
| Question | Language | Wins it |
|---|---|---|
| best business intelligence tools for small businesses | English | |
| business intelligence tools for finance teams | English | |
| how can a finance team spot spending trends across departments | English | |
| how can a sales team see which regions are missing targets | English | No brand recommended |
| spreadsheets vs dashboards for small business owners | 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.