Leader
27Heralded Score, range 24–53
The most visible vulnerability scanners in Europe, October 2026
Most cited source
228citations
From Google AI Mode, Google AI Overviews and ChatGPT
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
Brands
| Rank | Brand | Rank change | Heralded Score All | AI | Search | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 11 | | New entry | 6 , range 3–32 | 6#8 | 7#7 | 6
| 5% | 1% | | First reading | |
| 12 | | New entry | 5 , range 2–30 | 4#12 | 7#8 | 5
| 4% | 0% | | First reading | |
| 13 | | New entry | 4 , range 1–29 | 2#17 | 7#6 | 4
| 2% | 0% | | First reading | |
| 14 | | New entry | 4 , range 2–30 | 3#13 | 5#13 | 4
| 3% | 0% | | First reading | |
| 15 | | New entry | 4 , range 2–31 | 5#11 | 1= #25 | 4
| 5% | 0% | None | First reading | |
| 16 | | New entry | 2 , range 1–29 | 2#15 | 2#19 | 2
| 2% | 0% | | First reading | |
| 17 | | New entry | 2 , range 1–28 | 1#20 | 4#15 | 2
| 1% | 0% | | First reading | |
| 18 | | New entry | 2 , range 1–28 | 2= #18 | 3#16 | 2
| 1% | 0% | | First reading | |
| 19 | | New entry | 2 , range 1–29 | 2#16 | 2#22 | 2
| 2% | 0% | | First reading | |
| 20 | | New entry | 2 , range 1–28 | 1#21 | 2#18 | 2
| 1% | 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. AI and Search give each brand’s score and rank on that side alone. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.
Most cited sources
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Community | 21.0% | 3 of 4 | 57 | 7 |
| 2 | | Vendor site | 14.3% | 2 of 4 | 61 | 12 |
| 3 | | Regulator | 12.4% | 3 of 4 | 25 | 1 |
| 4 | | Community | 10.7% | 1 of 4 | 27 | 13 |
| 5 | | Social | 7.4% | 2 of 4 | 37 | Not read |
| 6 | | Regulator | 4.0% | 1 of 4 | 8 | Not read |
| 7 | | Community | 6.7% | 3 of 4 | 25 | 4 |
| 8 | | Vendor site | 6.4% | 1 of 4 | 6 | Not read |
| 9 | | Vendor site | 1.7% | 1 of 4 | 9 | Not read |
| 10 | | Vendor site | 4.3% | 3 of 4 | 8 | Not read |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| Welchen Schwachstellenscanner sollte ein Sicherheitsteam nutzen, um Sicherheitslücken in Software zu finden? | German | |
| Welches Tool kann unsere Anwendungen auf Sicherheitslücken prüfen? | German | |
| Wie können kleine Engineering-Teams ihren Code auf Sicherheitslücken prüfen? | German | |
| Was hilft Entwicklern, Sicherheitslücken vor dem Release zu finden? | German | No brand recommended |
| Wie kann ich Sicherheitslücken in unseren Anwendungen finden? | German | |
| Wie erkennen wir Sicherheitslücken im Code vor dem Deployment? | German | No brand recommended |
| Wie kann mein Team Softwareschwachstellen finden und priorisieren? | German | |
| Wie kann ich prüfen, ob unsere Software bekannte Sicherheitslücken enthält? | German | No brand recommended |
| Sollten wir den Quellcode oder laufende Anwendungen auf Sicherheitslücken scannen? | German | No brand recommended |
| Was eignet sich besser, um Sicherheitslücken zu finden: manuelle Reviews oder automatisierte Scans? | German | No brand recommended |
Each engine's top three
Google AI Mode
- 1
Snyk
- 2
Orca Security
- 3
Aikido Security
Gemini
- 1
- 2
OWASP ZAP
- 3
Burp Suite
Google AI Overviews
ChatGPT
Related leaderboards
Method
Each leaderboard ranks brands on two sides. AI is how ChatGPT, Gemini, Google AI Overviews and Google AI Mode answer the board's buyer questions. Search is Google's top 10 results for the keywords behind those questions. All combines the two, where Search is measured.
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.