AEO for fraud prevention software: AI search visibility ranking
How AI search engines rank fraud 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. Fraud prevention software used to detect payment fraud, account abuse, bots, identity manipulation, and high-risk transactions across digital channels. 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 Fraud prevention software, AI engines frequently identify Sift as the leader, mentioned in 12.5% of responses. Other top brands include Signifyd and SEON, which also have strong visibility. Sift's prominence suggests it is often top-of-mind for AI when discussing solutions in Fraud prevention.
The rankings on this page are informed by common sources from which AI engines pull data, predominantly aggregator and review sites like g2.com and gartner.com. These sources often consolidate user feedback and expert opinions, leading to a ranking system that heavily weighs user reviews and industry reports.
For buyers, one concrete consideration is how recent reviews and third-party validation influence AI rankings. By focusing on solutions that are frequently cited by credible sources or have a heavy presence in AI-generated content, you can ensure you are considering tools that have garnered both topical authority and industry recognition in the Fraud prevention subcategory.
At a glance
What we observed in this category
Sift holds sole leadership in this category with a composite score of 12.5, the only brand where visibility and citation rates are equal (both at 12.5%). Signifyd, SEON, and Sardine share identical visibility scores of 12.5% but record zero citation, meaning the gap between Sift and its nearest peers is entirely a citation gap rather than a visibility gap. In a 20-brand field with an average visibility of just 2.5%, any brand clearing 12.5% visibility holds a structurally significant position.
The clearest divergence between visibility and citation appears at ranks 5 and 6. Fraud.net and Stripe Radar both score zero visibility yet each records a 25.0% citation rate, the highest citation figures in the entire dataset. This means AI is actively sourcing and linking to these brands without naming them in responses, the inverse of ranks 2 to 4 where brands are named but never cited. ClearSale, Riskified, Fingerprint, and Feedzai each sit at 12.5% citation with zero visibility, reinforcing that citation and naming are decoupled across this category.
Every brand in the top 10 lists Google AI Mode as its top engine, and all citation traffic flows exclusively through that single engine. The top cited third-party sources include g2.com and gartner.com alongside niche properties such as about-fraud.com, bureau.id, and shadowdragon.io. The presence of specialist fraud-focused domains alongside mainstream software review platforms suggests AI is anchoring responses on a mix of category-specific editorial content and broad software comparison sites rather than vendor-owned pages.
Movers & shakers since last refresh
Biggest visibility risers
-
Sift 0% → 12% · rank #2 → #1+12pp
-
SEON 0% → 12% · rank #4 → #3+12pp
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Sardine 0% → 12% · rank #18 → #4+12pp
Biggest visibility fallers
-
Fingerprint 12% → 0% · rank #1 → #9-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
sift.com
|
12% | 12% | Google AI Mode |
Sift is the only brand with matching visibility and citation at 12.5% each, giving it a composite score of 12.5 versus a category average visibility of just 2.5%. |
||||
| 2 |
signifyd.com
|
12% | 0% | Google AI Mode |
Signifyd matches Sift on visibility at 12.5% but records zero citation, producing a composite score of 8.8 and leaving it fully unanchored in AI source references. |
||||
| 3 |
seon.io
|
12% | 0% | Google AI Mode |
SEON shares the 12.5% visibility tier with a composite of 8.8, but its citation dropped 12.5 points from the previous period alongside a one-place rank gain. |
||||
| 4 |
sardine.ai
|
12% | 0% | Google AI Mode |
Sardine made the largest rank jump in the dataset, rising 14 places from rank 18 to rank 4, with visibility moving from 0% to 12.5% while citation held flat at zero. |
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| 5 |
fraud.net
|
0% | 25% | Google AI Mode |
Fraud.net scores zero visibility yet records a 25.0% citation rate, the joint-highest citation figure in the category, indicating AI links to it without naming it in responses. |
||||
| 6 |
stripe.com
|
0% | 25% | Google AI Mode |
| 7 |
clear.sale
|
0% | 12% | Google AI Mode |
| 8 |
riskified.com
|
0% | 12% | Google AI Mode |
| 9 |
fingerprint.com
|
0% | 12% | Google AI Mode |
| 10 |
feedzai.com
|
0% | 12% | Google AI Mode |
| 11 |
fico.com
|
0% | 12% | Google AI Mode |
| 12 |
equifax.com
|
0% | 0% | Google AI Mode |
| 13 |
datadome.co
|
0% | 0% | Google AI Mode |
| 14 |
humansecurity.com
|
0% | 0% | Google AI Mode |
| 15 |
risk.lexisnexis.com
|
0% | 0% | Google AI Mode |
| 16 |
arkoselabs.com
|
0% | 0% | Google AI Mode |
| 17 |
forter.com
|
0% | 0% | Google AI Mode |
| 18 |
ravelin.com
|
0% | 0% | Google AI Mode |
| 19 |
nofraud.com
|
0% | 0% | Google AI Mode |
| 20 |
experian.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on fraud 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 fraud 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 fraud prevention software
Who leads AI visibility in fraud prevention software?
Sift leads with a composite score of 12.5 and is the only brand in the category where visibility and citation both sit at 12.5%. No other brand achieves a citation rate above zero while also holding meaningful visibility.
Which brands are cited most by AI in fraud prevention software despite low visibility?
Fraud.net and Stripe Radar each record a 25.0% citation rate while showing zero visibility, meaning AI is referencing their domains as sources without naming them directly in generated responses.
What sources does AI cite most for fraud prevention software research?
The top cited sources include g2.com, gartner.com, about-fraud.com, bureau.id, and shadowdragon.io, combining mainstream software review platforms with niche fraud-focused editorial domains.
Which brand showed the biggest rank movement in this audit period?
Sardine rose 14 places from rank 18 to rank 4, with visibility jumping from 0% to 12.5%, though its citation rate remained at zero throughout.
Which brand lost the most ground in AI visibility for fraud prevention software?
Fingerprint fell 8 places from rank 1 to rank 9, with visibility dropping from 12.5% to 0%, while its citation rate held flat at 12.5%.
How does the category average compare to the leading brands in AI visibility?
The category average visibility is 2.5% across 20 brands, meaning the four brands sitting at 12.5% visibility (Sift, Signifyd, SEON, Sardine) each hold five times the category average exposure.