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 →
Refreshed Jun 15, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Earnix holds the top rank in the underwriting software category but with a composite score of only 3.8 and zero visibility percentage. Its 12.5% citation rate is the only non-zero citation figure across the entire top 10, meaning it is the sole brand Google AI Mode references at all. That gap between Earnix and every other ranked brand is absolute: ranks 2 through 10, including established names like Sapiens, Insurity, and Majesco, all score 0.0 across every metric.
The divergence between being named and being trusted is stark here. Earnix registers a 12.5% citation rate but 0.0% visibility, suggesting Google AI Mode pulls it as a source reference without surfacing it in direct answer text. All other brands, including Sapiens and Socotra, have zero citation and zero visibility, meaning they are neither named nor trusted by the AI. The category average citation rate is just 0.6%, confirming Earnix is an isolated outlier rather than a leader in a competitive field.
The top cited sources for this category are youtube.com, g2.com, scryai.com, zeitro.com, proprise.ai, codeandpepper.com, floowed.com, and getperspective.ai. The presence of YouTube and G2 suggests Google AI Mode anchors on review and video content rather than vendor domains directly. The appearance of smaller or less-recognised domains like proprise.ai and floowed.com alongside G2 indicates the AI is drawing from a fragmented, review-adjacent source pool rather than any single authoritative industry publication.
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
earnix.com
|
0% | 12% | Google AI Mode |
Earnix leads with the only non-zero composite score (3.8) and a 12.5% citation rate, placing it entirely alone above 19 brands all scoring zero. |
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| 2 |
sapiens.com
|
0% | 0% | Google AI Mode |
Sapiens ranks second by position but scores 0.0 across visibility, citation, and composite, making its rank a label without any measurable AI presence. |
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| 3 |
insurity.com
|
0% | 0% | Google AI Mode |
Insurity holds rank 3 yet matches ranks 2, 4, and 5 exactly with zero visibility and zero citation, indicating no differentiation in AI treatment among lower-ranked peers. |
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| 4 |
majesco.com
|
0% | 0% | Google AI Mode |
Majesco's 0.0% citation rate sits at the category average of 0.6% floor shared by all non-Earnix brands, reflecting no detectable footprint in Google AI Mode responses. |
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| 5 |
socotra.com
|
0% | 0% | Google AI Mode |
Socotra scores identically to Majesco, Insurity, and Sapiens at 0.0 on all metrics, confirming the top 5 is effectively a one-brand category for AI visibility purposes. |
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| 6 |
instanda.com
|
0% | 0% | Google AI Mode |
| 7 |
oneshield.com
|
0% | 0% | Google AI Mode |
| 8 |
akur8.com
|
0% | 0% | Google AI Mode |
| 9 |
send.technology
|
0% | 0% | Google AI Mode |
| 10 |
cytora.com
|
0% | 0% | Google AI Mode |
| 11 |
decerto.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 |
verisk.com
|
0% | 0% | Google AI Mode |
| 16 |
milliman.com
|
0% | 0% | Google AI Mode |
| 17 |
sapiens.com
|
0% | 0% | Google AI Mode |
| 18 |
pega.com
|
0% | 0% | Google AI Mode |
| 19 |
guidewire.com
|
0% | 0% | Google AI Mode |
| 20 |
duckcreek.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.
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 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?
Earnix leads with a composite score of 3.8 and a 12.5% citation rate. Every other brand in the top 10 scores zero on all metrics.
What is the average AI visibility for underwriting software brands?
The category average visibility is 0.0% and the average citation rate is just 0.6%, indicating the category is almost entirely invisible in Google AI Mode responses.
What sources does Google AI Mode cite most for underwriting software research?
The top cited sources are youtube.com and g2.com, followed by smaller domains including scryai.com, proprise.ai, and floowed.com, suggesting the AI anchors on review and video content rather than vendor sites.
Is there a meaningful gap between the top brand and second-place in this category?
Yes, the gap is absolute. Earnix scores 3.8 composite and 12.5% citation while Sapiens, ranked second, scores 0.0 across every single metric.
Does high brand rank in underwriting software correlate with AI citation?
No. Brands ranked 2 through 10, including Sapiens, Insurity, Majesco, and Socotra, all have zero citation rates despite their market rankings.
Which engine drives AI visibility for underwriting software brands?
Google AI Mode is the listed engine for all 10 ranked brands, meaning the entire dataset reflects a single engine with no cross-engine comparison available in this audit.