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
– DataVisor US Unranked Too few answers Not measured
–
  • : Unranked
0% 0% None First reading
– EyesOnBio Unranked Too few answers Not measured
–
  • : Unranked
0% 0% None First reading
– FraudNet Unranked Too few answers Not measured
–
  • : Unranked
0% 0% None First reading
– LoginLlama Unranked Too few answers Not measured
–
  • : Unranked
1% 0% None First reading
– ValorQ Unranked Too few answers Not measured
–
  • : Unranked
0% 0% None First reading
– Veridas ES Unranked Too few answers Not measured
–
  • : Unranked
0% 0% None First reading
– Zighra CA Unranked Too few answers Not measured
–
  • : Unranked
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. 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
11 didit.me Vendor site 4.3% 4 of 4 14 Not read
12 pingidentity.com Vendor site 5.0% 3 of 4 6 Not read
13 doi.org Reference 2.4% 1 of 4 5 Not read
14 stripe.com Vendor site 3.6% 4 of 4 13 Not read
15 1kosmos.com Vendor site 3.6% 3 of 4 3 7
16 europa.eu Regulator 1.4% 1 of 4 11 Not read
17 fingerprint.com Vendor site 3.3% 4 of 4 6 Not read
18 gartner.com Industry authority 2.9% 4 of 4 6 4
19 fidoalliance.org Regulator 1.7% 1 of 4 4 Not read
20 experian.co.uk Vendor site 2.6% 3 of 4 4 Not read

Questions asked

QuestionLanguageMost recommended
Ce software ajută la detectarea preluării conturilor pe baza modului în care utilizatorii tastează și se mișcă? Romanian BehavioSec, BioCatch, LexisNexis Risk Solutions and LexisNexis ThreatMetrix, tied
Ce instrumente pot detecta fraudele online analizând comportamentul utilizatorilor? Romanian BioCatch, Feedzai and Sift, tied
Cum poate o bancă să identifice autentificările riscante fără să le îngreuneze accesul clienților? Romanian No brand recommended
Ce poate ajuta o echipă de e-commerce să detecteze boții și preluarea conturilor pe baza comportamentului utilizatorilor? Romanian No brand recommended
Cum pot detecta preluarea unui cont pe baza modului în care tastează utilizatorul și folosește mouse-ul? Romanian No brand recommended
Cum ne putem da seama, în timpul autentificării, dacă e vorba de un client real sau de un escroc? Romanian No brand recommended
Cum pot semnala sesiunile suspecte fără să mă bazez doar pe parole? Romanian No brand recommended
Cum poate echipa mea să detecteze atacurile automatizate analizând felul în care oamenii folosesc un site? Romanian No brand recommended
Semnale comportamentale sau verificări ale dispozitivului pentru detectarea preluării conturilor? Romanian No brand recommended
Analiza pasivă a comportamentului utilizatorilor sau verificări suplimentare la autentificare pentru prevenirea fraudelor? Romanian 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