Quote-to-cash software: AI search visibility ranking (2026)
How AI search engines rank quote-to-cash 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. Platforms used to manage quoting, CPQ, contracts, billing, subscriptions, and revenue workflows from deal creation through cash collection. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 13, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Nue dominates the quote-to-cash AI visibility landscape with a 75% visibility score, more than six times the combined visibility of every other ranked brand. The category average sits at just 6.2%, making Nue's lead statistically extreme rather than merely competitive. Salesforce Revenue Cloud sits second at 12.5% visibility, and ranks three through six cluster tightly at 12.5% or zero, meaning the gap between first and second place is larger than the entire remaining field combined.
Maxio presents the clearest divergence between being named and being trusted: it holds zero visibility yet earns a 37.5% citation rate, the highest citation score in the category. Nue shows the inverse pattern, appearing in 75% of responses but receiving zero citations. Salesforce Revenue Cloud is the only brand achieving meaningful scores in both dimensions, at 12.5% visibility and 25% citations, suggesting it alone is both mentioned and used as a sourced reference by Google AI Mode.
The top cited sources for this category include youtube.com and g2.com alongside brand-owned domains such as maxio.com and salesforce.com. This pattern suggests Google AI Mode is anchoring on third-party review and video platforms rather than vendor documentation alone. The presence of niche domains like quotewerks.com, wise-pay.com, guideflow.com, and oneflow.com in the citation list indicates the AI draws on a broad, category-adjacent web corpus rather than concentrating on the largest vendors.
Movers & shakers since last refresh
Biggest visibility risers
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Nue 0% → 75% · rank #0 → #1+75pp
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Salesforce Revenue Cloud 0% → 12% · rank #0 → #2+12pp
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Conga 0% → 12% · rank #0 → #4+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
nue.io
|
75% | 0% | Google AI Mode |
Nue leads with 75% visibility, more than 12 times the 6.2% category average, yet holds a 0% citation rate, signalling high mention volume with no sourced credibility. |
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| 2 |
salesforce.com
|
12% | 25% | Google AI Mode |
Salesforce Revenue Cloud is the only top-5 brand with scores in both dimensions, at 12.5% visibility and 25% citations, making it the most balanced AI presence in the category. |
||||
| 3 |
maxio.com
|
0% | 38% | Google AI Mode |
Maxio achieves a 37.5% citation rate, the highest in the category, despite 0% visibility, indicating AI cites its content as a source without naming it as a recommended solution. |
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| 4 |
conga.com
|
12% | 0% | Google AI Mode |
Conga shares the 12.5% visibility score of ranks 5 and 6 but records zero citations, placing it in a three-way tie with no differentiation in sourced authority. |
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| 5 |
dealhub.io
|
12% | 0% | Google AI Mode |
DealHub matches Conga and Oracle CPQ at 12.5% visibility and 0% citations, and its composite score of 8.8 reflects a minimal, undifferentiated presence in AI responses. |
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| 6 |
oracle.com
|
12% | 0% | Google AI Mode |
| 7 |
billingplatform.com
|
0% | 0% | Google AI Mode |
| 8 |
zuora.com
|
0% | 0% | Google AI Mode |
| 9 |
sap.com
|
0% | 0% | Google AI Mode |
| 10 |
subskribe.com
|
0% | 0% | Google AI Mode |
| 11 |
stripe.com
|
0% | 0% | Google AI Mode |
| 12 |
chargebee.com
|
0% | 0% | Google AI Mode |
| 13 |
recurly.com
|
0% | 0% | Google AI Mode |
| 14 |
logik.io
|
0% | 0% | Google AI Mode |
| 15 |
ordwaylabs.com
|
0% | 0% | Google AI Mode |
| 16 |
gotransverse.com
|
0% | 0% | Google AI Mode |
| 17 |
vindicia.com
|
0% | 0% | Google AI Mode |
| 18 |
pandadoc.com
|
0% | 0% | Google AI Mode |
| 19 |
conga.com
|
0% | 0% | Google AI Mode |
| 20 |
sage.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on quote-to-cash 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-to-cash 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-to-cash software AI visibility
Who leads AI visibility in quote-to-cash software?
Nue leads by a wide margin with 75% visibility in Google AI Mode, against a category average of 6.2%. No other brand exceeds 12.5% visibility.
Which brand is cited most often by AI in this category?
Maxio holds the highest citation rate at 37.5%, despite having zero visibility, meaning AI uses its content as a reference source without recommending it as a named solution.
What sources does AI cite most for quote-to-cash research?
Google AI Mode draws on youtube.com and g2.com as third-party sources, alongside brand domains including maxio.com and salesforce.com, plus niche sites like quotewerks.com and oneflow.com.
Is there any brand with strong AI visibility and strong citation performance?
Salesforce Revenue Cloud is the only brand in the top 5 with meaningful scores in both dimensions, at 12.5% visibility and 25% citations.
How concentrated is AI visibility in this category?
Visibility is highly concentrated: Nue alone accounts for 75% visibility while the category average is 6.2%, and six of the top 10 brands score zero on both visibility and citations.
Which engine is driving AI visibility for quote-to-cash brands?
Google AI Mode is the top engine for all 10 ranked brands in this audit, with no other engine recorded as a primary source for any brand in the category.