Subcategory · AI Citation Index

Insurance Tech

Insurance tech is a thinly cited category in AI discovery. Guidewire captures eyeballs across ChatGPT, Claude, Gemini, and Perplexity in more than three-quarters of buyer queries, but pointapp.org and ReferenceConnect each surface in roughly half or fewer. No brand reaches consensus status beyond Guidewire. The evaluation layer is entirely absent — zero head-to-head comparisons in the audit set — so we cannot report who wins when buyers pit platforms against each other. This is a fragmented category where discovery share is the only signal, and Guidewire is the only brand that shows up consistently.

35 discovery queries · refreshed May 1, 2026

Discovery stage

The shortlist

Across 35 buyer-style "Insurance Tech" queries

Guidewire shows up across all four engines in 77% of buyer queries about insurance tech. pointapp.org surfaces in 49% of those same queries and appears on every engine, while ReferenceConnect lands in 40% but only on three engines. hawksoft.com and Duck Creek Policy each surface on two engines, leaving single-engine fragility outside their narrow visibility window.

0%5%10%15%21%Coverage — share of discovery prompts where the brand surfaces50%59%69%78%88%Engine diversity

Hover or click a logo to see brand details

X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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Signal by intent

By topic

Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.

1Oracle
2/5
2Insights
2/5
3Solera
2/5
4Connect
2/5
5Guidewire
2/5
1POINT
3/4
2Vertafore
2/4
3Guidewire
2/4
4Oracle
1/4
5AMS360
1/4
1Guidewire
3/4
2HawkSoft
2/4
3Duck Creek Policy
2/4
4Vertafore
2/4
5AMS360
2/4
1Extend
3/3
2POINT
2/3
3Guidewire
1/3
1Guidewire
3/3
2Duck Creek Policy
2/3
3Vertafore
1/3
4Sagitta
1/3
5Solera
1/3
1Guidewire
2/3
2POINT
2/3
3Vertafore
1/3
4Sagitta
1/3
5BenefitPoint
1/3
1Guidewire
3/3
2POINT
2/3
3Vertafore
2/3
4AMS360
1/3
5HawkSoft
1/3
1Vertafore
1/3
2AMS360
1/3
3Sagitta
1/3
4Insights
1/3
5Connect
1/3
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · insurance-tech

Citation sources

Where AI pulls citations from

812 citations captured across Insurance Tech prompt runs.

Vendor pages

128

Product, help, and marketing pages from tracked vendors

Independent sources

194

Reviews, encyclopedias, forums, press — not vendor-owned

Buyer questions

What AI cites for top Insurance Tech questions

Every query in this category is top-of-funnel exploration — buyers ask AI for insurance tech tools by vertical ('insurance tech for utilities companies', 'insurance tech tools for financial services companies', 'insurance tech tools for retail businesses'). No one yet asks AI to compare platforms head-to-head or to vet pricing and trial logistics. The signal is purely discovery share.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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