Leader
46%of answers name it
Leader
46%of answers name it
Most cited source
32citations
From Google AI Mode, Gemini, Google AI Overviews and ChatGPT
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 | 47 , range 41–56 | 47
| 46% | 24% | None | First reading | |
| 2 | | New entry | 37 , range 32–44 | 37
| 32% | 13% | None | First reading | |
| 3 | | New entry | 37 , range 32–43 | 37
| 28% | 14% | | First reading | |
| 4 | | New entry | 36 , range 31–42 | 36
| 30% | 11% | None | First reading | |
| 5 | | New entry | 33 , range 21–39 | 33
| 21% | 12% | | First reading | |
| 6 | | New entry | 33 , range 21–39 | 33
| 23% | 9% | None | First reading | |
| 7 | | New entry | 32 , range 19–39 | 32
| 20% | 12% | | First reading | |
| 8 | | New entry | 29 , range 10–36 | 29
| 15% | 9% | | First reading | |
| 9 | | New entry | 18 , range 7–33 | 18
| 13% | 6% | None | First reading | |
| 10 | | New entry | 10 , range 6–31 | 10
| 9% | 7% | | 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 | | Community | 3.3% | 1 of 4 | 5 | 2 |
| 12 | Withheld. Run a full Snapshot to see it. | |||||
| 13 | Withheld. Run a full Snapshot to see it. | |||||
| 14 | | Vendor site | 4.2% | 3 of 4 | 1 | 0 |
| 15 | Withheld. Run a full Snapshot to see it. | |||||
| 16 | | Media | 4.2% | 2 of 4 | 3 | Not read |
| 17 | Withheld. Run a full Snapshot to see it. | |||||
| 18 | Withheld. Run a full Snapshot to see it. | |||||
| 19 | | Vendor site | 3.3% | 2 of 4 | 2 | 0 |
| 20 | Withheld. Run a full Snapshot to see it. | |||||
| Question | Language | Wins it |
|---|---|---|
| best accounting software for small business owners | English | |
| track income and expenses for freelance designers | English | |
| how can a freelancer keep business income and expenses organized | English | |
| how to prepare accurate books for a small business | English | |
| spreadsheet bookkeeping vs accounting software for small businesses | English | |
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.