Insurance rating software: AI search visibility ranking (2026)
How AI search engines rank insurance rating 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. Insurance rating software used to calculate premiums, manage rate tables, support product configuration, and speed pricing changes across insurance programs. 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 Insurance rating software, AI engines often cite Majesco as the leader in this category. Other top mentions include Guidewire and Duck Creek. Majesco leads with a visibility percentage of 12.5, indicating its popularity and presence across AI-generated responses.
The rankings are shaped by the sources that AI engines most frequently reference. Key domains include appliedsystems.com, ezlynx.com, and gartner.com. These sites often serve as aggregators and review platforms, suggesting that product visibility and rankings are heavily influenced by broad recognition and reviews from these reputable sources.
For buyers, this page offers a clear picture of which Insurance rating software brands are recommended by AI. Consider focusing on recent reviews and third-party validations, as AI engines prioritize these elements, showcasing brands with strong topical authority in this specific fintech subcategory.
At a glance
What we observed in this category
Majesco leads the insurance rating software category with a composite score of 27.5, more than double Guidewire's score of 12.5 at rank two. This gap is significant because Majesco achieved it while sharing identical visibility (12.5%) with Guidewire, meaning the separation is driven almost entirely by citation rate: 62.5% for Majesco versus 12.5% for Guidewire. With a category average visibility of just 1.2%, both top brands are clear outliers, but Majesco's citation dominance sets it apart structurally.
Duck Creek, Earnix, and Socotra each hold zero visibility yet carry citation rates of 37.5%, 25.0%, and 25.0% respectively. This pattern shows that Google AI Mode is referencing these brands as trusted sources within answers without actually naming them in response text. Guidewire shows the inverse dynamic at rank two: equal visibility to Majesco but a citation rate five times lower, suggesting it is named frequently but its own domain is rarely used as a source anchor.
The top cited sources in this category are dominated by third-party review and analyst platforms including Gartner, Capterra, SoftwareAdvice, and SoftwareWorld, alongside vertical-specific tools such as Applied Systems and EZLynx. Majesco's own domain (majesco.com) appears directly in the cited sources list, which is uncommon and likely contributes to its high citation rate. Reddit also appears, indicating Google AI Mode is drawing on community discussion content when constructing responses about this category.
Movers & shakers since last refresh
Biggest visibility risers
-
Majesco 0% → 12% · rank #4 → #1+12pp
Biggest visibility fallers
-
Earnix 25% → 0% · rank #1 → #4-25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
majesco.com
|
12% | 62% | Google AI Mode |
Majesco's citation rate of 62.5% is five times the category average of 8.1%, and its own domain appears directly in the top cited sources list, a distinction no other ranked brand holds. |
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| 2 |
guidewire.com
|
12% | 12% | Google AI Mode |
Guidewire matches Majesco's visibility at 12.5% but its citation rate of 12.5% is 50 percentage points lower, suggesting AI responses name it without frequently sourcing its domain. |
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| 3 |
duckcreek.com
|
0% | 38% | Google AI Mode |
Duck Creek has zero visibility yet a citation rate of 37.5%, placing it third overall and indicating AI uses its content as a background source without surfacing it by name. |
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| 4 |
earnix.com
|
0% | 25% | Google AI Mode |
Earnix fell from rank one to rank four after losing all 25.0% of its previous visibility, though its citation rate held at 25.0%, suggesting partial AI footprint remains despite the visibility collapse. |
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| 5 |
socotra.com
|
0% | 25% | Google AI Mode |
Socotra shares Earnix's exact profile at rank five, with zero visibility and a 25.0% citation rate, meaning it is cited as a source but never named in AI-generated responses. |
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| 6 |
sapiens.com
|
0% | 0% | Google AI Mode |
| 7 |
akur8.com
|
0% | 0% | Google AI Mode |
| 8 |
insurity.com
|
0% | 0% | Google AI Mode |
| 9 |
oneshield.com
|
0% | 0% | Google AI Mode |
| 10 |
britecore.com
|
0% | 0% | Google AI Mode |
| 11 |
fadata.eu
|
0% | 0% | Google AI Mode |
| 12 |
instanda.com
|
0% | 0% | Google AI Mode |
| 13 |
send.technology
|
0% | 0% | Google AI Mode |
| 14 |
tia.technology
|
0% | 0% | Google AI Mode |
| 15 |
keylane.com
|
0% | 0% | Google AI Mode |
| 16 |
mphasis.com
|
0% | 0% | Google AI Mode |
| 17 |
conning.com
|
0% | 0% | Google AI Mode |
| 18 |
milliman.com
|
0% | 0% | Google AI Mode |
| 19 |
sapiens.com
|
0% | 0% | Google AI Mode |
| 20 |
verisk.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on insurance rating 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 insurance rating 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 insurance rating software AI visibility
Who leads AI visibility in insurance rating software?
Majesco leads with a composite score of 27.5 and a citation rate of 62.5%, both well above the category average visibility of 1.2% and average citation rate of 8.1%.
What sources does Google AI Mode cite most for insurance rating software research?
The most cited sources include Applied Systems, EZLynx, Gartner, SoftwareWorld, Majesco's own domain, Reddit, Capterra, and SoftwareAdvice, reflecting a mix of analyst, review, vendor, and community content.
Which brands are cited but not named in AI responses for this category?
Duck Creek (37.5% citation, 0% visibility), Earnix (25.0% citation, 0% visibility), and Socotra (25.0% citation, 0% visibility) are all cited as sources without being named in AI-generated answers.
How large is the gap between the top brand and the rest of the category?
Majesco's composite score of 27.5 is more than double Guidewire's 12.5, and the majority of brands ranked six through ten hold composite scores of 0.0.
Which brand has seen the biggest recent AI visibility movement in this category?
Majesco is the biggest riser, moving from rank four to rank one with a visibility delta of plus 12.5% and a citation delta of plus 62.5%, while Earnix is the biggest faller, dropping from rank one to rank four with a visibility delta of minus 25.0%.
Does having high visibility guarantee high citation in this category?
No. Guidewire has the same 12.5% visibility as Majesco but only a 12.5% citation rate, while Duck Creek has zero visibility yet a 37.5% citation rate, showing visibility and citation diverge significantly in this category.