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Subcategory · AI Citation Index

Insurance Tech

Guidewire and Duck Creek dominate Insurance Tech shortlists at 43% and 40% rates; avg category score 24, double the vertical SaaS median.

158 discovery queries · 160 head-to-heads · refreshed Oct 23, 2026

Discovery stage

The shortlist

Across 158 buyer-style "Insurance Tech" queries

Guidewire leads with 60 score and 43% shortlist rate across 68 prompt appearances, followed by Duck Creek at 54 score and 40% rate. Snapsheet and ReferenceConnect tie at 23% shortlist presence, while the category generates 34 consensus brands from 158 prompts—signaling concentrated preference at the top but meaningful distribution below.

7%17%28%38%48%Coverage — share of discovery prompts where the brand surfaces55%64%73%82%91%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.

1Streamline
3/5
2Oracle
2/5
3Solera
2/5
4Guidewire
2/5
5Applied Systems
2/5
1myCOI
3/4
2TrustLayer
2/4
3Origami Risk
2/4
4Vertafore
2/4
5Oracle
2/4
1Guidewire
3/4
2Duck Creek
3/4
3Snapsheet
3/4
4HawkSoft
2/4
5Origami Risk
2/4
1Clyde
2/3
2Vouch
2/3
3Origami Risk
1/3
4myCOI
1/3
5Snapsheet
1/3
1Lytx
3/3
2Snapsheet
3/3
3Guidewire
3/3
4Duck Creek
3/3
5myCOI
2/3
1Streamline
3/3
2Origami Risk
2/3
3Duck Creek
2/3
4Resolver
2/3
5Applied Systems
1/3
1Guidewire
3/3
2Origami Risk
3/3
3myCOI
3/3
4Air
2/3
5Duck Creek Claims
2/3
1Origami Risk
3/3
2Navigate360
2/3
3LogicManager
2/3
4myCOI
2/3
5Shield
1/3
≥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 5/100

Guidewire and Duck Creek maintain near-parity in head-to-head evaluations, scoring 48 and 47 respectively across 28 and 27 comparison queries. Snapsheet trails at 28 average evaluation score from 16 queries, while Vertafore and BriteCore sit in the low 20s—category median evaluation score is just 5, highlighting steep drop-off beyond the top tier.

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 5/100

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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