Quote and bind software: AI search visibility ranking (2026)
How AI search engines rank quote and bind 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. Quote and bind platforms used by insurers, MGAs, and brokers to digitize submissions, automate quoting, and convert approved risks into bound policies. 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
Semsee and Guidewire are the only two brands in this 20-brand category with any measurable AI visibility, each registering 12.5% visibility against a category average of just 1.2%. That gap is stark: 18 ranked brands score 0.0% on every metric, meaning Google AI Mode effectively ignores the majority of the market when responding to quote and bind software queries. Both brands entered the rankings from zero in the most recent period, suggesting the category has only just begun appearing in AI-generated responses.
The divergence between visibility and citation is immediately visible at rank 2. Guidewire matches semsee on visibility at 12.5% but records 0.0% citation versus semsee's 12.5% citation rate, giving semsee the higher composite score of 12.5 against Guidewire's 8.8. This means Guidewire is being named in AI responses but not linked or sourced, while semsee earns both mentions and citations. That distinction matters because citation signals a higher level of AI trust in the source content, not just brand recognition.
The top cited sources for this category include google.com, wifitalents.com, youtube.com, quotesweep.com, and coverforce.com, none of which are primary vendor domains for the top-ranked brands. This pattern suggests Google AI Mode is drawing on third-party review, aggregator, and general web content rather than anchoring on vendor-owned pages. Only one engine appears in the data, Google AI Mode, across all 20 brands, indicating no meaningful cross-engine signal exists in this category at present.
Movers & shakers since last refresh
Biggest visibility risers
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semsee 0% → 12% · rank #0 → #1+12pp
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Guidewire 0% → 12% · rank #0 → #2+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
semsee.com
|
12% | 12% | Google AI Mode |
Semsee leads the category with 12.5% visibility and 12.5% citation, the only brand achieving both scores above zero and a composite of 12.5. |
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| 2 |
guidewire.com
|
12% | 0% | Google AI Mode |
Guidewire matches semsee on visibility at 12.5% but records 0.0% citation, producing a composite of 8.8 and signalling recognition without source trust. |
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| 3 |
send.technology
|
0% | 0% | Google AI Mode |
Send holds rank 3 despite 0.0% visibility, 0.0% citation, and a composite of 0.0, indicating rank is assigned without any measurable AI presence. |
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| 4 |
instanda.com
|
0% | 0% | Google AI Mode |
Instanda sits at rank 4 with identical zero scores across all metrics, indistinguishable from 16 other brands in terms of actual AI Mode output. |
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| 5 |
socotra.com
|
0% | 0% | Google AI Mode |
Socotra ranks 5th but records 0.0% on visibility, citation, and composite, placing it among the broad zero-score group that defines most of this category. |
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| 6 |
insurity.com
|
0% | 0% | Google AI Mode |
| 7 |
majesco.com
|
0% | 0% | Google AI Mode |
| 8 |
duckcreek.com
|
0% | 0% | Google AI Mode |
| 9 |
boostinsurtech.com
|
0% | 0% | Google AI Mode |
| 10 |
boldpenguin.com
|
0% | 0% | Google AI Mode |
| 11 |
agentsync.io
|
0% | 0% | Google AI Mode |
| 12 |
surancebay.com
|
0% | 0% | Google AI Mode |
| 13 |
turborater.com
|
0% | 0% | Google AI Mode |
| 14 |
xdimensionaltechnologies.com
|
0% | 0% | Google AI Mode |
| 15 |
pathpoint.com
|
0% | 0% | Google AI Mode |
| 16 |
indiohq.com
|
0% | 0% | Google AI Mode |
| 17 |
eisgroup.com
|
0% | 0% | Google AI Mode |
| 18 |
oneshield.com
|
0% | 0% | Google AI Mode |
| 19 |
novidea.com
|
0% | 0% | Google AI Mode |
| 20 |
origamirisk.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on quote and bind 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 quote and bind 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 quote and bind software AI visibility
Who leads AI visibility in quote and bind software?
Semsee leads with a composite score of 12.5, the highest in the category, followed by Guidewire at 8.8. All other ranked brands score 0.0.
How competitive is AI visibility across the quote and bind software category?
The category average visibility is just 1.2% and average citation is 0.6%, with 18 of 20 brands recording zero visibility in the current audit period.
Which brand is cited most reliably by Google AI Mode in this category?
Semsee is the only brand with a citation rate above zero at 12.5%, meaning it is the sole brand earning source-level trust in current AI responses.
What sources does Google AI Mode cite most for quote and bind software research?
The top cited sources include google.com, wifitalents.com, youtube.com, quotesweep.com, and coverforce.com, all third-party or aggregator sites rather than primary vendor domains.
Is there a difference between being named and being cited in AI responses for this category?
Yes. Guidewire is named with 12.5% visibility but has 0.0% citation, while semsee achieves both at 12.5%, showing that AI responses can mention a brand without treating it as a trusted source.
Are multiple AI engines contributing to visibility in this category?
No. The audit data shows Google AI Mode as the sole engine across all 20 brands, meaning no cross-engine visibility signals exist in this category currently.