The most visible behavioral biometrics tools in Europe, October 2026

October 2026 · 105 questions asked from 7 countries · ChatGPT, Google AI Overviews, Gemini and Google AI Mode · 420 answers read

Leader

BioCatch

19Heralded Score, range 10–30

Most cited source

owasp.org

170citations

From ChatGPT

Where engines disagree most

LexisNexis ThreatMetrix

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
11 Bureau ID IN New entry 2 , range 2–4 2#11
2
  • : score 2 · #11
2% 0% None First reading
12 Forter IL New entry 2 , range 1–4 2#12
2
  • : score 2 · #12
1% 1% First reading
13 TypingDNA RO New entry 2 , range 1–4 2#13
2
  • : score 2 · #13
2% 0% None First reading
14 Featurespace GB New entry 2 , range 1–4 2#14
2
  • : score 2 · #14
1% 0% None First reading
15 CrossClassify New entry 2 , range 1–4 2#15
2
  • : score 2 · #15
2% 0% None First reading
16 TransUnion TruValidate US New entry 2 , range 1–3 2#16
2
  • : score 2 · #16
1% 0% First reading
= 17 NuData CA New entry 1 , range 1–3 1= #17
1
  • : score 1 · #17
1% 0% None First reading
= 17 Plurilock CA New entry 1 , range 1–3 1= #17
1
  • : score 1 · #17
1% 0% None First reading
19 Castle New entry 1 , range 1–3 1#19
1
  • : score 1 · #19
1% 0% None First reading
– Callsign GB Unranked Too few answers Not measured
–
  • : Unranked
0% 0% 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 owasp.org Reference 15.0% 1 of 4 24 Not read
2 nist.gov Regulator 13.1% 1 of 4 20 Not read
3 seon.io Vendor site 6.0% 4 of 4 12 Not read
4 cloudflare.com Vendor site 2.9% 3 of 4 15 Not read
5 linkedin.com Social 5.2% 2 of 4 24 Not read
6 youtube.com Social 3.6% 2 of 4 25 Not read
7 github.com Vendor site 5.7% 1 of 4 9 Not read
8 microsoft.com Vendor site 3.1% 3 of 4 22 Not read
9 nhimg.org Industry authority 5.0% 3 of 4 21 Not read
10 oloid.com Vendor site 6.0% 3 of 4 3 3

Questions asked

QuestionLanguageMost recommended
Quel logiciel permet de détecter les prises de contrôle de compte à partir de la façon dont les utilisateurs tapent et déplacent la souris ? French BehavioSec, BioCatch and LexisNexis Risk Solutions, tied
Quels outils peuvent détecter la fraude en ligne en analysant le comportement des utilisateurs ? French BioCatch, IBM Trusteer and Sift, tied
Comment une banque peut-elle repérer les connexions à risque sans compliquer la vie de ses clients ? French No brand recommended
Qu’est-ce qui peut aider une équipe e-commerce à détecter les bots et les prises de contrôle de compte à partir du comportement des utilisateurs ? French LexisNexis ThreatMetrix and Sift, tied
Comment détecter une prise de contrôle de compte en analysant la façon dont l’utilisateur tape et utilise sa souris ? French No brand recommended
Comment distinguer un vrai client d’un fraudeur lors d’une connexion ? French No brand recommended
Comment repérer les sessions suspectes sans se fier uniquement aux mots de passe ? French No brand recommended
Comment mon équipe peut-elle repérer les attaques automatisées en analysant la façon dont les internautes utilisent un site ? French No brand recommended
Signaux comportementaux ou vérifications de l’appareil pour détecter les prises de contrôle de compte ? French No brand recommended
Analyse passive du comportement des utilisateurs ou vérification supplémentaire à la connexion pour prévenir la fraude ? French No brand recommended

Each engine's top three

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.

How the leaderboards are measured