AEO for underwriting software: AI search visibility ranking
How AI search engines rank underwriting 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. Underwriting software used by insurers and financial institutions to assess risk, automate decisions, model pricing, and improve quote-to-bind efficiency. 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 AI engines like ChatGPT and Claude respond to queries about underwriting software, Guidewire emerges as the top choice. With a visibility of 12.5%, it's favored more than other brands in the category. Both Decerto and Send are also frequently mentioned, but Guidewire leads the pack in the fintech sector.
The rankings are influenced by domains such as aloan.ai and jinba.io, which AI engines frequently reference. These top-cited sources often reflect aggregator insights or reviews, indicating where AI pulls data from. Guideflow.com and bluerate.ai also play significant roles in shaping visibility perception.
Buyers consulting this page should consider how AI engines prioritize brands. Recent reviews and third-party validations significantly impact rankings, demonstrating credibility and topical authority. When choosing, look for brands that consistently appear across various AI citations for assurance of their reputation and reliability.
At a glance
What we observed in this category
Guidewire holds the top composite score in underwriting software AEO at 8.8, with 12.5% visibility against a category average of just 0.6%. That gap is substantial and shows how concentrated AI-generated mentions are in this category. However, Guidewire's visibility has fallen from 37.5% to 12.5% in the most recent period, a drop of 25 percentage points, which signals its AI Mode presence is eroding even while it retains rank one.
A clear divergence exists between brands that are named in AI responses and those that are cited as sources. Guidewire carries all the visibility but has a 0.0% citation rate. Decerto shows the opposite pattern: zero visibility but a 25.0% citation rate, the highest in the category. This means Google AI Mode is actively linking to Decerto as a reference source while describing the category primarily through Guidewire, a meaningful split that AEO strategies must account for separately.
Google AI Mode is the dominant engine across all 20 brands in this audit, with no other engine registering as a top performer for any brand. The top cited sources within the category are almost entirely third-party AI-native or fintech-adjacent platforms, including aloan.ai, jinba.io, bluerate.ai, and scryai.com. None of the top cited sources are the brand domains themselves, indicating the AI is anchoring on intermediary and review-style content rather than primary vendor pages.
Movers & shakers since last refresh
Biggest visibility fallers
-
Guidewire 38% → 12% · rank #1 → #1-25pp
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Sapiens Decision 12% → 0% · rank #2 → #14-12pp
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Sapiens 12% → 0% · rank #2 → #19-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
guidewire.com
|
12% | 0% | Google AI Mode |
Guidewire leads with a composite score of 8.8 and 12.5% visibility, but its citation rate is 0.0%, meaning it is named but never sourced by Google AI Mode. |
||||
| 2 |
decerto.com
|
0% | 25% | Google AI Mode |
Decerto has zero visibility yet a 25.0% citation rate, the highest in the category, making it the most trusted source for Google AI Mode despite no named mentions. |
||||
| 3 |
send.technology
|
0% | 12% | Google AI Mode |
Send achieves a composite score of 3.8 with a 12.5% citation rate and zero visibility, placing it alongside Duck Creek as a citation-only presence in AI responses. |
||||
| 4 |
duckcreek.com
|
0% | 12% | Google AI Mode |
Duck Creek mirrors Send exactly, with a 3.8 composite score, 12.5% citation rate, and 0.0% visibility, sharing joint third place on citation performance. |
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| 5 |
fico.com
|
0% | 0% | Google AI Mode |
FICO records a composite score of 0.0 with zero visibility and zero citations, meaning it currently has no measurable AEO presence in the underwriting software category. |
||||
| 6 |
experian.com
|
0% | 0% | Google AI Mode |
| 7 |
moodys.com
|
0% | 0% | Google AI Mode |
| 8 |
instanda.com
|
0% | 0% | Google AI Mode |
| 9 |
oneshield.com
|
0% | 0% | Google AI Mode |
| 10 |
akur8.com
|
0% | 0% | Google AI Mode |
| 11 |
cytora.com
|
0% | 0% | Google AI Mode |
| 12 |
verisk.com
|
0% | 0% | Google AI Mode |
| 13 |
milliman.com
|
0% | 0% | Google AI Mode |
| 14 |
sapiens.com
|
0% | 0% | Google AI Mode |
| 15 |
pega.com
|
0% | 0% | Google AI Mode |
| 16 |
insurity.com
|
0% | 0% | Google AI Mode |
| 17 |
majesco.com
|
0% | 0% | Google AI Mode |
| 18 |
socotra.com
|
0% | 0% | Google AI Mode |
| 19 |
sapiens.com
|
0% | 0% | Google AI Mode |
| 20 |
earnix.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on underwriting 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 underwriting 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 underwriting software
Who leads AEO in underwriting software?
Guidewire leads on composite score (8.8) and is the only brand with measurable visibility at 12.5%, well above the category average of 0.6%. However, its visibility has dropped 25 percentage points in the latest period.
Which brand is cited most often by Google AI Mode in underwriting software?
Decerto holds the highest citation rate in the category at 25.0%, despite having zero visibility, meaning Google AI Mode references it as a source without naming it in answers.
What sources does Google AI Mode anchor on for underwriting software research?
The top cited sources are third-party platforms including aloan.ai, jinba.io, bluerate.ai, and scryai.com. None of the primary vendor domains appear in the top cited sources list.
Which brands have lost the most AEO ground recently in this category?
Guidewire fell 25 percentage points in visibility from 37.5% to 12.5%, while Sapiens Decision and Sapiens each dropped 12.5 percentage points to zero, with rank changes of minus 12 and minus 17 respectively.
Is visibility or citation more valuable for AEO in underwriting software?
The data shows the two metrics are split across different brands: Guidewire owns visibility while Decerto owns citation, suggesting both signals operate independently and require separate optimisation effort.
How concentrated is AEO performance across the 20 brands in underwriting software?
Performance is highly concentrated. Only three brands have any citation activity above zero and only one brand has any visibility above zero, against a category average visibility of just 0.6%.