Subcategory · AI Citation Index

Insurance Tech

The insurance tech landscape reveals a two-tier market: Guidewire dominates consideration at 44% shortlist rate with maximum model diversity, while remaining vendors cluster between 12-15% with similarly broad model exposure. The 0% prompt coverage indicates buyers discover these tools through industry channels rather than direct search, yet 12 brands still reach evaluation stage from a 40-brand consensus pool—suggesting strong word-of-mouth and incumbent relationships drive selection. The presence of generic domain names (pointapp.org, 2020insights.net, nextapp.co) alongside established players hints at white-label solutions or resellers complicating brand identity in this category.

158 discovery queries · 160 head-to-heads · refreshed Jul 13, 2026

Discovery stage

The shortlist

Across 158 buyer-style "Insurance Tech" queries

0%5%10%16%21%Coverage — share of discovery prompts where the brand surfaces55%63%71%79%87%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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Score shifts, new entrants, citation gaps — every Monday.

Signal by intent

By topic

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

1Streamline
3/5
2Oracle
2/5
3Insights
2/5
4Solera
2/5
5Connect
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
5Ascend
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
4Array
1/3
5AMS360
1/3
1Origami Risk
3/3
2Vector
3/3
3Place
2/3
4Navigate360
2/3
5LogicManager
2/3
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · insurance-tech

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 9/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand07142128Evaluation prompts cited inmedian citation ratemedian exposure

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 9/100

Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.

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

Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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