AEO for account takeover prevention software: AI search visibility ranking
How AI search engines rank account takeover prevention software by visibility and citations. 20 brands measured quarterly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Account takeover prevention platforms used to stop credential abuse, session hijacking, and high-risk logins across digital customer journeys. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers inquire about Account takeover prevention software, AI engines predominantly mention Fingerprint as the leading brand. DataDome and Okta also frequently appear in recommendations. Fingerprint leads with a visibility of 12.5%, indicating its strong presence and recognition among AI-generated responses.
The prominence of brands like Fingerprint in AI recommendations can be attributed to their frequent citations from top sources such as fraud.net and trustradius.com. These domains are key aggregators and review sites, serving as critical reference points for AI engines and ultimately shaping the visibility rankings.
For buyers evaluating options on this list, it's important to consider what AI engines prioritize: recent reviews, third-party validations, and established authority in the specific subcategory of account takeover prevention. These factors are crucial as they enhance a brand's likelihood of being cited and recommended by AI engines.
At a glance
What we observed in this category
Fingerprint holds the top composite score (27.5) despite visibility of only 12.5%, well below the category average of 5.6% but far behind DataDome and Okta on raw visibility at 25.0% each. The gap matters because Fingerprint's citation rate of 62.5% is more than double any rival, meaning Google AI Mode references it as a trusted source far more often than it surfaces it in broad answers. DataDome's rise from rank 11 to rank 2 in a single period, with both visibility and citation moving from zero to 25.0%, signals a structural shift at the top of this category.
A clear divergence between being named and being trusted runs through this data. Arkose Labs matches Okta on visibility at 25.0% but holds zero citations, while Imperva and Ping Identity each carry 25.0% citation rates despite zero visibility. This means Imperva and Ping Identity appear in AI-generated source lists without being named in answers, the opposite pattern to Arkose Labs. Sift illustrates the sharpest reversal: formerly ranked first, it has shed 12.5 visibility points and 37.5 citation points in the current period, dropping to rank 5.
Google AI Mode is the sole top engine recorded across all 20 brands in this audit, confirming the category's AEO performance is currently concentrated in one engine. The top cited external sources include fraud.net, trustradius.com, bureau.id, and cside.com, none of which are the primary domains of the ranked brands. Fingerprint.com is the only brand domain that also appears in the top cited sources list, which likely explains its disproportionately high citation rate relative to its visibility score.
Movers & shakers since last refresh
Biggest visibility risers
-
DataDome 0% → 25% · rank #11 → #2+25pp
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Fingerprint 0% → 12% · rank #2 → #1+12pp
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Arkose Labs 12% → 25% · rank #6 → #4+12pp
Biggest visibility fallers
-
Sift 25% → 12% · rank #1 → #5-12pp
-
Ping Identity 12% → 0% · rank #4 → #8-12pp
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Castle 12% → 0% · rank #7 → #12-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
fingerprint.com
|
12% | 62% | Google AI Mode |
Fingerprint leads on composite score (27.5) with a 62.5% citation rate, more than double any peer, despite visibility of only 12.5%, well above the 5.6% category average. |
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| 2 |
datadome.co
|
25% | 25% | Google AI Mode |
DataDome jumped from rank 11 to rank 2 this period, reaching 25.0% visibility and 25.0% citation from a previous baseline of zero on both metrics. |
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| 3 |
okta.com
|
25% | 12% | Google AI Mode |
Okta matches DataDome on visibility at 25.0% but its citation rate is 12.5%, less than half of DataDome's, pulling its composite score to 21.2 versus 25.0. |
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| 4 |
arkoselabs.com
|
25% | 0% | Google AI Mode |
Arkose Labs holds 25.0% visibility, tied highest in the category, but records zero citations, the largest gap between visibility and citation among all top-five brands. |
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| 5 |
sift.com
|
12% | 12% | Google AI Mode |
Sift fell from rank 1 to rank 5 after losing 12.5 visibility points and 37.5 citation points, the steepest citation decline of any brand in this audit period. |
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| 6 |
biocatch.com
|
12% | 0% | Google AI Mode |
| 7 |
imperva.com
|
0% | 25% | Google AI Mode |
| 8 |
pingidentity.com
|
0% | 25% | Google AI Mode |
| 9 |
seon.io
|
0% | 12% | Google AI Mode |
| 10 |
auth0.com
|
0% | 12% | Google AI Mode |
| 11 |
humansecurity.com
|
0% | 0% | Google AI Mode |
| 12 |
castle.io
|
0% | 0% | Google AI Mode |
| 13 |
transmitsecurity.com
|
0% | 0% | Google AI Mode |
| 14 |
forter.com
|
0% | 0% | Google AI Mode |
| 15 |
riskified.com
|
0% | 0% | Google AI Mode |
| 16 |
kount.com
|
0% | 0% | Google AI Mode |
| 17 |
ravelin.com
|
0% | 0% | Google AI Mode |
| 18 |
lexisnexisrisk.com
|
0% | 0% | Google AI Mode |
| 19 |
f5.com
|
0% | 0% | Google AI Mode |
| 20 |
cloudflare.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on account takeover prevention software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this AEO ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
AEO rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own account takeover prevention software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about AEO for account takeover prevention software
Who leads AEO in account takeover prevention software?
Fingerprint leads with a composite score of 27.5, driven by a 62.5% citation rate that is more than double any other brand in the category. Its domain also appears directly in the top cited sources list, which no other ranked brand achieves.
What sources does Google AI Mode cite most for account takeover prevention software research?
The top cited sources are fraud.net, trustradius.com, bureau.id, cside.com, eftsure.com, fingerprint.com, trustmi.ai, and cequence.ai. Only fingerprint.com is also a ranked brand domain, meaning most citations anchor on third-party review and intelligence sites.
Which brands have high visibility but low citation in this category?
Arkose Labs has 25.0% visibility but zero citations, and Okta has 25.0% visibility but only 12.5% citations. High visibility does not reliably translate to being used as a cited source in AI answers for this category.
Which brands are cited by AI without appearing in direct answers?
Imperva and Ping Identity both hold 25.0% citation rates despite zero visibility, meaning Google AI Mode references their content in sources but does not name them within the generated answers themselves.
How quickly can AEO rankings shift in account takeover prevention software?
DataDome moved from rank 11 to rank 2 in a single audit period, gaining 25.0 visibility and 25.0 citation points from zero. Conversely, Sift dropped from rank 1 to rank 5 in the same period, showing rankings can shift sharply within one cycle.
Which engine dominates AEO performance for account takeover prevention software brands?
Google AI Mode is the top engine for every one of the 20 brands audited, making it the sole channel that currently determines AEO outcomes across this entire category.