The most visible behavioral biometrics tools in Italy, October 2026

October 2026 · 15 questions asked from Italy in Italian and English · ChatGPT, Google AI Overviews, Gemini and Google AI Mode · 60 answers read

Leader

BioCatch

18Heralded Score, range 6–36

Most cited source

owasp.org

26citations

From ChatGPT

Where engines disagree most

LexisNexis Risk Solutions

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
– CrossClassify Unranked Too few answers Not measured
–
  • : Unranked
0% 0% None First reading
– 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
– Facephi ES Unranked Too few answers Not measured
–
  • : Unranked
2% 0% None First reading
– Featurespace GB Unranked Too few answers Not measured
–
  • : Unranked
0% 0% None First reading
– Forter IL Unranked Too few answers Not measured
–
  • : Unranked
0% 0% None First reading
– FraudNet Unranked Too few answers Not measured
–
  • : Unranked
0% 0% First reading
– Google Cloud US Unranked Too few answers Not measured
–
  • : Unranked
0% 0% First reading
– Group-IB RU Unranked Too few answers Not measured
–
  • : Unranked
4% 0% None First reading
– IBM Trusteer IL Unranked Too few answers Not measured
–
  • : Unranked
5% 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 europa.eu Regulator 1.7% 1 of 4 3 Not read
12 fingerprint.com Vendor site 5.0% 3 of 4 3 Not read
13 github.com Vendor site 5.0% 1 of 4 3 Not read
14 seon.io Vendor site 5.0% 2 of 4 2 Not read
15 stripe.com Vendor site 5.0% 2 of 4 3 Not read
16 cloudflare.com Vendor site 1.7% 1 of 4 1 Not read
17 didit.me Vendor site 3.3% 2 of 4 2 Not read
18 fraud.net Vendor site 3.3% 1 of 4 1 4
19 nhimg.org Industry authority 3.3% 2 of 4 2 Not read
20 sciencedirect.com Reference 1.7% 1 of 4 2 Not read

Questions asked

QuestionLanguageMost recommended
Quale software aiuta a rilevare il furto di account analizzando come gli utenti digitano e muovono il mouse? Italian BehavioSec, BioCatch and LexisNexis Risk Solutions, tied
Quali strumenti possono individuare le frodi online analizzando il comportamento degli utenti? Italian BioCatch
Come può una banca individuare gli accessi rischiosi senza creare disagi ai clienti? Italian No brand recommended
Cosa può aiutare un team e-commerce a rilevare bot e furti di account analizzando il comportamento degli utenti? Italian No brand recommended
Come posso rilevare il furto di account analizzando il modo in cui gli utenti digitano e usano il mouse? Italian No brand recommended
Come possiamo distinguere un cliente reale da un truffatore durante l'accesso? Italian No brand recommended
Come posso segnalare le sessioni sospette senza basarmi solo sulle password? Italian No brand recommended
Come può il mio team individuare gli attacchi automatizzati analizzando il modo in cui le persone usano un sito? Italian No brand recommended
Per rilevare il furto di account, meglio analizzare i comportamenti o controllare i dispositivi? Italian No brand recommended
Per prevenire le frodi, è meglio analizzare passivamente il comportamento degli utenti o richiedere un'ulteriore verifica all'accesso? Italian No brand recommended

Each engine's top three

Google AI Mode

No brand named in at least three answers.

ChatGPT

No brand named in at least three answers.

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