Leader
38%of answers name it
Leader
38%of answers name it
Most cited source
66citations
From Google AI Mode, 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 |
|---|---|---|---|---|---|---|---|---|---|
| = 11 | | New entry | 3 , range 2–9 | 3
| 4% | 0% | None | First reading | |
| = 11 | | New entry | 3 , range 2–9 | 3
| 4% | 0% | None | First reading | |
| 13 | | New entry | 3 , range 1–9 | 3
| 4% | 0% | None | First reading | |
| 14 | | New entry | 2 , range 1–7 | 2
| 2% | 1% | | First reading | |
| 15 | | New entry | 2 , range 1–7 | 2
| 2% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 0% | | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 1% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 0% | 0% | None | First reading | |
| – | | Unranked | Too few answers | –
| 0% | 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 |
|---|---|---|---|---|---|---|
| 11 | | Community | 3.3% | 1 of 4 | 8 | 1 |
| 12 | Withheld. Run a full Snapshot to see it. | |||||
| 13 | Withheld. Run a full Snapshot to see it. | |||||
| 14 | | Brand site | 3.3% | 2 of 4 | 6 | 1 |
| 15 | Withheld. Run a full Snapshot to see it. | |||||
| 16 | Withheld. Run a full Snapshot to see it. | |||||
| 17 | Withheld. Run a full Snapshot to see it. | |||||
| 18 | Withheld. Run a full Snapshot to see it. | |||||
| 19 | Withheld. Run a full Snapshot to see it. | |||||
| 20 | Withheld. Run a full Snapshot to see it. | |||||
| Question | Language | Wins it |
|---|---|---|
| what vulnerability scanner should a security team use to find software flaws | English | |
| which tool can scan our applications for security vulnerabilities | English | |
| how do small engineering teams scan code for vulnerabilities | English | |
| what can help developers find vulnerabilities before release | English | No brand recommended |
| how can i find vulnerabilities across our applications | English | |
| how do we catch security flaws in code before deployment | English | |
| how can my team find and prioritize software vulnerabilities | English | No brand recommended |
| how do i check whether our software has known vulnerabilities | English | |
| should we scan source code or running applications for vulnerabilities | English | No brand recommended |
| what works better for finding flaws, manual reviews or automated scans | English | No brand recommended |
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.