Leader
30%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
30%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 | 57 , range 25–70 | 57
| 30% | 24% | None | First reading | |
| 2 | | New entry | 52 , range 22–61 | 52
| 25% | 16% | None | First reading | |
| 3 | | New entry | 41 , range 21–60 | 41
| 24% | 13% | None | First reading | |
| 4 | | New entry | 37 , range 7–53 | 37
| 16% | 6% | None | First reading | |
| 5 | | New entry | 33 , range 6–52 | 33
| 13% | 7% | None | First reading | |
| 6 | | New entry | 27 , range 4–50 | 27
| 14% | 3% | None | First reading | |
| 7 | | New entry | 27 , range 0–75 | 27
| 4% | 1% | None | First reading | |
| 8 | | New entry | 24 , range 3–50 | 24
| 9% | 6% | None | First reading | |
| 9 | | New entry | 24 , range 0–74 | 24
| 3% | 1% | None | First reading | |
| 10 | | New entry | 17 , range 0–74 | 17
| 2% | 0% | 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 | Withheld. Run a full Snapshot to see it. | |||||
| Question | Language | Wins it |
|---|---|---|
| Do I need antivirus protection if I only download apps from official stores? | English | |
| What can I use instead of relying on my laptop’s built-in security? | English | |
| How can I replace separate security apps with one app for all my devices? | English | |
| I work remotely and need to protect my laptop when using public Wi-Fi. | English | No brand recommended |
| I have children who use shared devices and need to block unsafe downloads. | 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.