Account takeover prevention software: AI search visibility ranking (2026)
How AI search engines rank account takeover prevention software by visibility and citations. 20 brands measured monthly 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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At a glance
What we observed in this categoryauto-generated
Imperva is the only brand in this 20-brand category to register any measurable AI presence, holding a composite score of 3.8 and a citation rate of 12.5 percent. Every other ranked brand, including Arkose Labs, Sift, DataDome, and HUMAN Security, sits at a composite score of 0.0. The category average visibility is 0.0 percent, making Imperva's citation share structurally significant even though its absolute visibility percentage is also zero. The gap between Imperva and the rest of the field is the entire measurable signal in this category.
The data reveals a sharp divergence between market presence and AI citation. Brands like Sift, Forter, and Riskified are recognised commercial players in fraud and account takeover prevention, yet none earn a single citation in Google AI Mode responses. Imperva earns citations at 12.5 percent despite zero visibility percentage, meaning it is being referenced in AI answers without consistently appearing as a named recommendation. This pattern suggests the AI treats Imperva as a credible source rather than a featured solution.
Google AI Mode is the only engine captured in this audit, and its citation sources are notably indirect. The top cited domains include youtube.com, fraud.net, bureau.id, and security.org, none of which are direct vendor sites except for imperva.com. Third-party and editorial sources such as proofpoint.com and cside.com also appear, suggesting Google AI Mode is anchoring its account takeover prevention answers on review and explainer content rather than vendor-owned pages.
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
imperva.com
|
0% | 12% | Google AI Mode |
Imperva is the sole brand with a non-zero composite score (3.8) and citation rate (12.5 percent), making it the only vendor generating any measurable AI signal in this category. |
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| 2 |
arkoselabs.com
|
0% | 0% | Google AI Mode |
Arkose Labs holds the second rank by position but records 0.0 percent visibility and 0.0 percent citation, indicating no detectable presence in Google AI Mode responses for this category. |
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| 3 |
sift.com
|
0% | 0% | Google AI Mode |
Sift sits at rank 3 with a composite score of 0.0, matching the category average exactly and earning no citations despite being a recognised fraud prevention platform. |
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| 4 |
datadome.co
|
0% | 0% | Google AI Mode |
DataDome registers a composite score of 0.0 and zero citation share, placing it among 19 brands that are entirely absent from Google AI Mode answers in this category. |
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| 5 |
humansecurity.com
|
0% | 0% | Google AI Mode |
HUMAN Security scores 0.0 composite with no citations, showing no differentiation from lower-ranked peers Sift and DataDome despite its focus squarely on bot and account takeover defence. |
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| 6 |
seon.io
|
0% | 0% | Google AI Mode |
| 7 |
castle.io
|
0% | 0% | Google AI Mode |
| 8 |
fingerprint.com
|
0% | 0% | Google AI Mode |
| 9 |
forter.com
|
0% | 0% | Google AI Mode |
| 10 |
riskified.com
|
0% | 0% | Google AI Mode |
| 11 |
kount.com
|
0% | 0% | Google AI Mode |
| 12 |
ravelin.com
|
0% | 0% | Google AI Mode |
| 13 |
biocatch.com
|
0% | 0% | Google AI Mode |
| 14 |
lexisnexisrisk.com
|
0% | 0% | Google AI Mode |
| 15 |
transmitsecurity.com
|
0% | 0% | Google AI Mode |
| 16 |
pingidentity.com
|
0% | 0% | Google AI Mode |
| 17 |
okta.com
|
0% | 0% | Google AI Mode |
| 18 |
auth0.com
|
0% | 0% | Google AI Mode |
| 19 |
cloudflare.com
|
0% | 0% | Google AI Mode |
| 20 |
f5.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 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.
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.
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.
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 30 days and refresh this page automatically.
Get your own account takeover prevention software brand audited
The brands above were curated from public market-leader lists. Want the same 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 account takeover prevention software AI visibility
Who leads AI visibility in account takeover prevention software?
Imperva leads with a composite score of 3.8 and a citation rate of 12.5 percent. Every other brand in the 20-brand category scores 0.0 across both metrics.
What is the overall AI visibility level for account takeover prevention software brands?
The category average visibility is 0.0 percent and average citation rate is 0.6 percent, indicating extremely low AI penetration across all 20 tracked brands.
What sources does Google AI Mode cite most for account takeover prevention research?
The top cited sources include youtube.com, fraud.net, bureau.id, security.org, and proofpoint.com, with only imperva.com representing a direct vendor domain in the list.
Are well-known vendors like Sift, Forter, or HUMAN Security appearing in Google AI Mode answers?
No. Sift, Forter, HUMAN Security, DataDome, and Arkose Labs all record 0.0 percent visibility and 0.0 percent citation in this audit.
Does AI citation rate align with AI visibility for brands in this category?
For Imperva, citation (12.5 percent) exists without any recorded visibility percentage, suggesting the AI references Imperva as a source rather than surfacing it as a named recommendation in responses.
Which engine drives AI visibility for account takeover prevention software?
Google AI Mode is the only engine captured in this audit, and all top brands list it as their top engine, making cross-engine comparison unavailable from this data set.