Leader
19Heralded Score, range 10–30
The most visible behavioral biometrics tools in Europe, October 2026
Most cited source
170citations
From 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
Brands
Search is not measured for this board yet, so it ranks on AI answers.
| Rank | Brand | Rank change | Heralded Score All | AI | Score trend | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | | New entry | 19 , range 10–30 | 19#1 | 19
| 14% | 5% | | First reading | |
| 2 | | New entry | 9 , range 6–17 | 9#2 | 9
| 11% | 2% | | First reading | |
| 3 | | New entry | 6 , range 4–9 | 6#3 | 6
| 7% | 2% | None | First reading | |
| 4 | | New entry | 6 , range 4–8 | 6#4 | 6
| 7% | 1% | | First reading | |
| 5 | | New entry | 6 , range 4–8 | 6#5 | 6
| 6% | 2% | | First reading | |
| 6 | | New entry | 5 , range 4–8 | 5#6 | 5
| 6% | 1% | None | First reading | |
| 7 | | New entry | 5 , range 3–7 | 5#7 | 5
| 6% | 0% | | First reading | |
| 8 | | New entry | 5 , range 3–7 | 5#8 | 5
| 5% | 1% | | First reading | |
| 9 | | New entry | 3 , range 2–5 | 3#9 | 3
| 3% | 1% | None | First reading | |
| 10 | | New entry | 3 , range 2–5 | 3#10 | 3
| 3% | 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 gives each brand’s score and rank from the engines’ answers; Search is not measured for this board yet. 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 | | Reference | 15.0% | 1 of 4 | 24 | Not read |
| 2 | | Regulator | 13.1% | 1 of 4 | 20 | Not read |
| 3 | | Vendor site | 6.0% | 4 of 4 | 12 | Not read |
| 4 | | Vendor site | 2.9% | 3 of 4 | 15 | Not read |
| 5 | | Social | 5.2% | 2 of 4 | 24 | Not read |
| 6 | | Social | 3.6% | 2 of 4 | 25 | Not read |
| 7 | | Vendor site | 5.7% | 1 of 4 | 9 | Not read |
| 8 | | Vendor site | 3.1% | 3 of 4 | 22 | Not read |
| 9 | | Industry authority | 5.0% | 3 of 4 | 21 | Not read |
| 10 | | Vendor site | 6.0% | 3 of 4 | 3 | 3 |
Questions asked
| Question | Language | Most recommended |
|---|---|---|
| how can we tell a real customer from a fraudster during a login | English | No brand recommended |
| how do i flag suspicious sessions without relying only on passwords | English | No brand recommended |
| how can my team spot automated attacks by analyzing how people use a site | English | No brand recommended |
| behavioral signals or device checks for detecting account takeover | English | No brand recommended |
| passive user behavior analysis or extra login verification for fraud prevention | English | No brand recommended |
| how does behavioral biometrics compare with device fingerprinting for spotting fraud | English | No brand recommended |
| can user behavior analysis reduce account takeover without adding login steps | English | No brand recommended |
| what can replace manual reviews of suspicious customer logins | English | No brand recommended |
| how can we replace one-time codes with passive checks for risky logins | English | No brand recommended |
| what can replace rules based only on device and location for fraud detection | English | No brand recommended |
Each engine's top three
Google AI Mode
- = 1
BioCatch
- = 1
IBM Trusteer
- = 1
Sardine
Gemini
- = 1
- = 1
LexisNexis Risk Solutions
- = 1
LexisNexis ThreatMetrix
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.