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 →
Download this ranking as a PDF
We'll email it to you. One-off send — no list, no follow-up, no surprise marketing.
When buyers ask AI engines about Quote-to-cash software, the name Nue frequently stands out. With a visibility of 100 percent, Nue clearly takes the lead, often followed by Salesforce Revenue Cloud and Maxio. This suggests that when querying AI about the top solutions in the category, these brands dominate the conversation.
The rankings are primarily shaped by citations from sites like g2.com and hyperline.co, which are leading aggregator and review platforms. These sources offer a consensus view that reflects a broader array of user reviews and expert opinions. This reliance on trusted review domains shows a preference for platforms with substantial user feedback and industry presence.
For buyers, this highlights the importance of considering how recent user reviews and third-party validations can sway AI recommendations. AI engines value platforms with a strong topical authority and up-to-date insights, so selecting software endorsed by these sources might align with current industry trends and user satisfaction.
At a glance
What we observed in this category
Nue leads the quote-to-cash AI visibility landscape with a perfect 100% visibility score, compared to a category average of 7.5%. That gap is substantial: the next closest brand, Salesforce Revenue Cloud, sits at just 12.5% visibility. Nue's composite score of 70.0 is more than double Salesforce Revenue Cloud's 27.5. This dominance in named mentions means Nue controls how Google AI Mode frames the category in the majority of responses, regardless of what competing brands are doing.
The most striking divergence in this data is between being named and being cited. Nue appears in 100% of AI responses but carries a 0% citation rate. Maxio shows the inverse pattern, with 0% visibility but a 62.5% citation rate, matching Salesforce Revenue Cloud's citation rate exactly. This means AI Mode is actively linking to Maxio as a trusted source while rarely naming it as a brand in its narrative answers, a split that has significant implications for which brands buyers actually click through to.
Google AI Mode is the top engine for every brand in this dataset, confirming that visibility in this category is entirely concentrated on one platform. The top cited sources include third-party review and comparison sites such as g2.com, alongside vendor domains like maxio.com and salesforce.com, and smaller niche sources including hyperline.co and blog.alguna.com. The presence of these smaller domains in the citation list suggests AI Mode is drawing on a broad range of content types, not just established enterprise vendor sites, when constructing answers.
Movers & shakers since last refresh
Biggest visibility risers
-
Nue 75% → 100% · rank #1 → #1+25pp
-
PandaDoc 0% → 12% · rank #18 → #4+12pp
-
SAP CPQ 0% → 12% · rank #9 → #6+12pp
Biggest visibility fallers
-
Oracle CPQ 12% → 0% · rank #6 → #8-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
nue.io
|
100% | 0% | Google AI Mode |
Nue holds a 100% visibility score, 13 times the category average of 7.5%, but its 0% citation rate means it is named without being linked as a source. |
||||
| 2 |
salesforce.com
|
12% | 62% | Google AI Mode |
Salesforce Revenue Cloud combines a 12.5% visibility score with a 62.5% citation rate, the highest citation rate among brands that also appear in AI narrative responses. |
||||
| 3 |
maxio.com
|
0% | 62% | Google AI Mode |
Maxio achieves a 62.5% citation rate despite 0% visibility, making it the clearest example of a brand trusted as a source but not named in AI-generated answers. |
||||
| 4 |
pandadoc.com
|
12% | 25% | Google AI Mode |
PandaDoc is the biggest rank mover in the category, jumping from rank 18 to rank 4, with visibility rising from 0% to 12.5% and citation rising by 25 percentage points. |
||||
| 5 |
dealhub.io
|
12% | 12% | Google AI Mode |
DealHub sits at rank 5 with matched visibility and citation rates of 12.5% each, placing it close to the category averages of 7.5% visibility and 8.1% citation. |
||||
| 6 |
sap.com
|
12% | 0% | Google AI Mode |
| 7 |
conga.com
|
0% | 0% | Google AI Mode |
| 8 |
oracle.com
|
0% | 0% | Google AI Mode |
| 9 |
billingplatform.com
|
0% | 0% | Google AI Mode |
| 10 |
zuora.com
|
0% | 0% | Google AI Mode |
| 11 |
subskribe.com
|
0% | 0% | Google AI Mode |
| 12 |
stripe.com
|
0% | 0% | Google AI Mode |
| 13 |
chargebee.com
|
0% | 0% | Google AI Mode |
| 14 |
recurly.com
|
0% | 0% | Google AI Mode |
| 15 |
logik.io
|
0% | 0% | Google AI Mode |
| 16 |
ordwaylabs.com
|
0% | 0% | Google AI Mode |
| 17 |
gotransverse.com
|
0% | 0% | Google AI Mode |
| 18 |
vindicia.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. 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-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 with a 100% visibility score and a composite score of 70.0, far ahead of Salesforce Revenue Cloud at 12.5% visibility and a composite score of 27.5.
Which brands are most cited by Google AI Mode in this category?
Salesforce Revenue Cloud and Maxio both carry a 62.5% citation rate, the highest in the category, with Maxio achieving this despite having 0% visibility in AI-generated responses.
What sources does AI Mode anchor on for quote-to-cash research?
The top cited sources include g2.com, maxio.com, salesforce.com, hyperline.co, and oneflow.com, indicating AI Mode draws on a mix of review platforms, vendor sites, and smaller niche publishers.
Which brands have gained the most AI visibility recently in this category?
PandaDoc made the largest rank jump, moving from rank 18 to rank 4, while Nue grew visibility by 25 percentage points from 75% to 100% in the current period.
Are there established enterprise vendors missing from AI Mode responses in this category?
Yes, Oracle CPQ, Conga, BillingPlatform, and Zuora all show 0% visibility and 0% citation, with Oracle CPQ also recorded as the category's biggest visibility faller after dropping from 12.5% to 0%.
Is AI visibility in quote-to-cash software spread across multiple engines?
No, every brand in the dataset lists Google AI Mode as its top engine, indicating that AI-driven category visibility is entirely concentrated on that single platform in this audit period.