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The most visible behavioral biometrics tools, October 2026

October 2026 · 15 questions asked in English, worldwide · ChatGPT, Google AI Overviews, Gemini and Google AI Mode · 84 answers read

Most cited source

owasp.org

28citations

From ChatGPT

Where engines disagree most

IBM Trusteer

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 Score trend Mentioned Recommended By engine Mentioned by Change
1 BioCatch IL New entry 21 , range 7–35
21
  • : score 21 · #1
 19% 2% First reading
2 Feedzai PT New entry 9 , range 4–32
9
  • : score 9 · #2
 11% 2% First reading
3 Sift US New entry 8 , range 4–32
8
  • : score 8 · #3
 11% 2% First reading
4 Sardine US New entry 6 , range 3–28
6
  • : score 6 · #4
 9% 0% First reading
5 LexisNexis ThreatMetrix US New entry 4 , range 2–19
4
  • : score 4 · #5
 5% 0% First reading
6 IBM Trusteer IL New entry 3 , range 1–17
3
  • : score 3 · #6
 4% 0% None First reading
7 ThreatMark CZ New entry 3 , range 1–15
3
  • : score 3 · #7
 4% 0% None First reading
8 Castle New entry 2 , range 1–13
2
  • : score 2 · #8
 3% 0% None First reading
9 Featurespace GB New entry 2 , range 1–10
2
  • : score 2 · #9
 3% 0% First reading
– BehavioSec SE Unranked Too few answers
–
  • : Unranked
 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. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.

This month's moves

First reading. No comparable previous month yet.

Biggest risers

No clear rise.

Biggest fallers

No clear fall.

Drop-outs

No drop-outs.

Most cited sources

Rank Source Type Cited in Engines Pages cited Brands its pages mention
11Withheld. Run a full Snapshot to see it.
12Withheld. Run a full Snapshot to see it.
13Withheld. Run a full Snapshot to see it.
14 microsoft.com Vendor site 2.4% 2 of 4 3 0
15 oloid.com Vendor site 3.6% 2 of 4 2 0
16 shadowdragon.io Vendor site 3.6% 2 of 4 1 0
17Withheld. Run a full Snapshot to see it.
18 amazon.com Vendor site 2.4% 1 of 4 2 0
19Withheld. Run a full Snapshot to see it.
20Withheld. Run a full Snapshot to see it.

The questions, and who wins each

QuestionLanguageWins it
what software helps detect account takeover from how users type and move English No brand recommended
which tools can spot online fraud by analyzing user behavior English BioCatch, Feedzai and Sift, tied
how can a bank identify risky logins without adding friction for customers English No brand recommended
what can help an ecommerce team detect bots and account takeover from user behavior English Google Cloud
how do i detect account takeover using typing and mouse behavior English No brand 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 IBM Trusteer

Each engine's top three

ChatGPT

No brand named in at least three answers.

Method

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