Underwriting software: AI search visibility ranking (2026)
How AI search engines rank underwriting 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. 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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AI engines most frequently mention Guidewire as the leader in underwriting software, highlighting its prominent role in the industry with a visibility of 37.5%. Sapiens and Decerto are also noted among the top brands. These brands stand out in AI responses, showcasing their strong market presence and influence.
The ranking of brands is grounded in information predominantly sourced from sites like jinba.io, crediflow.ai, and flowforma.com. These domains often serve as aggregators or review platforms, which suggests that AI cites brands based on their appearance in extensive reviews and comparisons rather than direct citations or endorsements.
For buyers evaluating underwriting software, the emphasis placed by AI engines on recent reviews and third-party sites should be a consideration. This signals the importance of examining up-to-date user experiences and expert opinions, ensuring that your choice is recognized and validated within the industry's current landscape.
At a glance
What we observed in this category
Guidewire dominates the underwriting software category with a visibility score of 37.5%, against a category average of just 2.5%. That gap is substantial: Guidewire is 15 times more visible than the average brand across the 20 tracked. Sapiens sits second at 12.5%, but that still leaves a 25-point gap between first and second place. Both brands recorded zero citation percentage, meaning their visibility comes from being named in AI responses rather than from their own domains being cited as sources.
The visibility-to-citation divergence is sharp in this category. Guidewire and Sapiens are named frequently but never cited, while Decerto presents the inverse pattern: zero visibility but a 25% citation rate. This means Decerto's domain is being pulled as a source reference without the brand being surfaced as a recommended vendor. Brands ranked four through ten, including Insurity, Majesco, and Socotra, record zeros across both metrics, indicating near-total absence from AI-generated responses in this category.
Google AI Mode is the sole engine recorded across all ranked brands, suggesting the audit data is anchored entirely on that one surface. The top cited sources in the category are third-party domains such as jinba.io, crediflow.ai, intellectai.com, and reddit.com, none of which are underwriting software vendors themselves. This pattern indicates that Google AI Mode is drawing its factual grounding from aggregator and community content rather than from the vendor websites it names in responses.
Movers & shakers since last refresh
Biggest visibility risers
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Guidewire 0% → 38% · rank #19 → #1+38pp
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Sapiens 0% → 12% · rank #17 → #2+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
guidewire.com
|
38% | 0% | Google AI Mode |
Guidewire leads with 37.5% visibility, 15 times the category average of 2.5%, but holds a 0% citation rate, meaning it is named but never sourced directly. |
||||
| 2 |
sapiens.com
|
12% | 0% | Google AI Mode |
Sapiens sits second at 12.5% visibility and 0% citation, trailing Guidewire by 25 percentage points and matching its named-but-not-cited pattern exactly. |
||||
| 3 |
decerto.com
|
0% | 25% | Google AI Mode |
Decerto is the only brand with a non-zero citation rate at 25%, yet records 0% visibility, making it the sole brand cited as a source but never named as a vendor. |
||||
| 4 |
insurity.com
|
0% | 0% | Google AI Mode |
Insurity scores 0% on both visibility and citation, giving it a composite score of 0.0 despite being a recognised vendor in the broader insurance software market. |
||||
| 5 |
majesco.com
|
0% | 0% | Google AI Mode |
Majesco mirrors Insurity with 0% visibility and 0% citation, meaning it has no measurable AI presence in this category under the current audit data. |
||||
| 6 |
socotra.com
|
0% | 0% | Google AI Mode |
| 7 |
instanda.com
|
0% | 0% | Google AI Mode |
| 8 |
oneshield.com
|
0% | 0% | Google AI Mode |
| 9 |
akur8.com
|
0% | 0% | Google AI Mode |
| 10 |
send.technology
|
0% | 0% | Google AI Mode |
| 11 |
cytora.com
|
0% | 0% | Google AI Mode |
| 12 |
fico.com
|
0% | 0% | Google AI Mode |
| 13 |
experian.com
|
0% | 0% | Google AI Mode |
| 14 |
moodys.com
|
0% | 0% | Google AI Mode |
| 15 |
earnix.com
|
0% | 0% | Google AI Mode |
| 16 |
duckcreek.com
|
0% | 0% | Google AI Mode |
| 17 |
verisk.com
|
0% | 0% | Google AI Mode |
| 18 |
milliman.com
|
0% | 0% | Google AI Mode |
| 19 |
sapiens.com
|
0% | 0% | Google AI Mode |
| 20 |
pega.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 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 →
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. How AI search ranking works →
Get your own underwriting 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 underwriting software AI visibility
Who leads AI visibility in underwriting software?
Guidewire leads with 37.5% visibility and a composite score of 26.2, far ahead of second-placed Sapiens at 12.5%. Both brands rose from near-zero visibility in the previous period.
What sources does Google AI Mode cite most for underwriting software research?
The top cited sources are third-party and aggregator domains including jinba.io, crediflow.ai, reddit.com, and intellectai.com. None of the top cited sources are underwriting software vendors.
Which underwriting software brands are cited by AI but not named as vendors?
Decerto is the only brand in this pattern, recording a 25% citation rate with 0% visibility, meaning its domain is used as a source but it is not surfaced as a recommended product.
How concentrated is AI visibility in the underwriting software category?
Visibility is highly concentrated: Guidewire and Sapiens account for all measurable visibility, while 17 of the 20 tracked brands record 0% visibility and 0% citation.
Are any underwriting software brands both highly visible and frequently cited?
No. The data shows a clear split: brands with high visibility such as Guidewire and Sapiens have 0% citation, while the only brand with a non-zero citation rate, Decerto, has 0% visibility.
Which engine drives AI visibility for underwriting software brands?
Google AI Mode is the only engine recorded across all 20 tracked brands in this audit, making it the sole surface generating measurable AI visibility in this category.