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 →
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When buyers inquire about Quote and bind software, AI engines frequently highlight Guidewire as the leading brand, with a 25.0% visibility in searches. It is closely followed by Duck Creek and TurboRater. Guidewire stands out with a significant 12.5% citation rate. These numbers suggest a strong market presence and influence in the industry.
The dominance of Guidewire and other top brands is influenced by citations from recognized sources like capterra.ca and worldmetrics.org. These sites, being review and metrics aggregators, provide comprehensive insights that many AI engines pull from. This reliance on well-regarded sources shapes the rankings and signifies trust in their assessments.
For a buyer, this page offers valuable insights into what AI engines value: recent reviews and third-party validation. AI engines prioritize brands with strong visibility and authority in specific subcategories. Considering this, evaluate how often a brand is discussed and vetted across these trusted sources when making your decision.
At a glance
What we observed in this category
Guidewire leads the quote and bind software category with a visibility score of 25.0%, more than double the 12.5% held by Duck Creek and TurboRater in joint second place. The category average visibility sits at just 2.5%, making Guidewire's position ten times the norm. That gap is significant because it means AI Mode is consolidating the majority of named appearances around a single vendor, leaving most of the 20 tracked brands with zero visibility.
The data reveals a notable split between being named and being cited. Guidewire holds both a 25.0% visibility score and a 12.5% citation rate, suggesting it earns genuine source-level trust. Duck Creek and TurboRater each have 12.5% visibility but 0.0% citations, meaning AI Mode mentions them without anchoring to their domains. Send shows the inverse pattern, with 0.0% visibility but a 12.5% citation rate, indicating its content is referenced without the brand being surfaced prominently.
The top cited sources in this category are dominated by third-party review and aggregator sites, specifically capterra.ca, worldmetrics.org, and reddit.com, alongside niche insuretech domains such as bolttech.io, insly.com, and decerto.com. This pattern suggests Google AI Mode is pulling its factual grounding from comparison and community content rather than vendor sites directly. The sharp fall of semsee, from rank 1 to rank 9 with a visibility delta of negative 12.5%, shows how quickly AI anchor points can shift between audit cycles.
Movers & shakers since last refresh
Biggest visibility risers
-
Guidewire 12% → 25% · rank #2 → #1+12pp
-
Duck Creek 0% → 12% · rank #8 → #2+12pp
-
TurboRater 0% → 12% · rank #13 → #3+12pp
Biggest visibility fallers
-
semsee 12% → 0% · rank #1 → #9-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
guidewire.com
|
25% | 12% | Google AI Mode |
Guidewire holds 25.0% visibility and 12.5% citations, both the highest in the category and ten times the 2.5% category average visibility. |
||||
| 2 |
duckcreek.com
|
12% | 0% | Google AI Mode |
Duck Creek matches TurboRater at 12.5% visibility but records 0.0% citations, indicating AI Mode names it without sourcing its domain content. |
||||
| 3 |
turborater.com
|
12% | 0% | Google AI Mode |
TurboRater rose from rank 13 with a visibility delta of plus 12.5%, yet its 0.0% citation rate suggests no domain-level trust has been established. |
||||
| 4 |
send.technology
|
0% | 12% | Google AI Mode |
Send is the only brand with citations (12.5%) but zero visibility, meaning its content informs AI answers without the brand name being surfaced. |
||||
| 5 |
instanda.com
|
0% | 0% | Google AI Mode |
Instanda holds a composite score of 0.0 with both visibility and citation at zero, placing it among the majority of brands that are invisible to AI Mode. |
||||
| 6 |
socotra.com
|
0% | 0% | Google AI Mode |
| 7 |
insurity.com
|
0% | 0% | Google AI Mode |
| 8 |
majesco.com
|
0% | 0% | Google AI Mode |
| 9 |
semsee.com
|
0% | 0% | Google AI Mode |
| 10 |
boostinsurtech.com
|
0% | 0% | Google AI Mode |
| 11 |
boldpenguin.com
|
0% | 0% | Google AI Mode |
| 12 |
agentsync.io
|
0% | 0% | Google AI Mode |
| 13 |
surancebay.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. 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 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?
Guidewire leads with 25.0% visibility and a composite score of 21.2, more than double the next ranked brands Duck Creek and TurboRater at 12.5% each.
What sources does AI Mode cite most for quote and bind software research?
The most cited sources are capterra.ca, worldmetrics.org, and reddit.com, alongside niche insuretech sites including bolttech.io, insly.com, and decerto.com.
How many brands in this category have meaningful AI visibility?
Only three of the 20 tracked brands have any visibility above zero, with the category average sitting at just 2.5%.
Which brand has citations but no visibility in this category?
Send (send.technology) records a 12.5% citation rate alongside 0.0% visibility, meaning its content is used as a source without the brand being named in AI responses.
Which brand saw the biggest fall in AI visibility recently?
Semsee dropped from rank 1 to rank 9, losing 12.5 percentage points of visibility and 12.5 percentage points of citations in a single audit cycle.
Can a brand gain visibility without gaining citations in this category?
Yes, Duck Creek and TurboRater both rose to 12.5% visibility with zero citations, showing AI Mode can surface brand names without anchoring to their own domain content.