AEO for quote-to-cash software: AI search visibility ranking
How AI search engines rank quote-to-cash software by visibility and citations. 20 brands measured quarterly 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 →
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When buyers ask AI engines about Quote-to-cash software, Maxio consistently emerges as the leader. With a 37.5% visibility rate, it surpasses other brands in the field. Zuora and Nue are other frequently mentioned competitors, but Maxio secures 75% of the citations, highlighting its dominant presence in AI-generated insights.
The current brand rankings are influenced by frequently cited sources like blog.alguna.com and g2.com, among others. These sources are often aggregator and review sites, which means the AI engines draw from widespread user feedback and expert opinions, heavily shaping how brands like Maxio, Zuora, and Nue are perceived.
For buyers, this data highlights the importance of considering sources valued by AI engines, such as recent user reviews and third-party validations. When evaluating options, consider how each brand performs in topical authority within the Quote-to-cash domain, as AI engines emphasize these factors in their brand evaluations.
At a glance
What we observed in this category
Maxio leads the category on composite score (48.8) despite having lower raw visibility (37.5%) than both Zuora (50.0%) and Nue (62.5%). This gap matters because composite score weights citation heavily, and Maxio's citation rate of 75.0% is double Zuora's 37.5% and infinitely higher than Nue's 0.0%. The category average visibility sits at just 10.0%, meaning even rank-4 Salesforce Revenue Cloud at 25.0% is running well above the norm, and brands from rank 7 downward score zero on both metrics.
The starkest divergence in this dataset is Nue at rank 3: it holds the highest visibility of any brand (62.5%) yet carries a 0.0% citation rate, meaning Google AI Mode mentions it but never links to it as a source. Maxio sits in the opposite position, cited 75.0% of the time against 37.5% visibility, making it the most trusted brand per mention. PandaDoc is a further anomaly, holding a 12.5% citation rate with 0.0% current visibility, suggesting residual citation from prior periods.
Every brand in this audit lists Google AI Mode as its top engine, confirming the entire category's AI footprint is concentrated on that single surface. The top cited sources list includes maxio.com and zuora.com alongside third-party domains such as g2.com, blog.alguna.com, and ledgerup.ai, indicating Google AI Mode is anchoring answers on a mix of brand-owned content and independent review or commentary sites. No other engine appears in the data, so cross-engine diversification is undetectable from this audit.
Movers & shakers since last refresh
Biggest visibility risers
-
Zuora 0% → 50% · rank #10 → #2+50pp
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Maxio 0% → 38% · rank #3 → #1+38pp
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Salesforce Revenue Cloud 12% → 25% · rank #2 → #4+12pp
Biggest visibility fallers
-
Nue 100% → 62% · rank #1 → #3-38pp
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PandaDoc 12% → 0% · rank #4 → #6-12pp
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SAP CPQ 12% → 0% · rank #6 → #16-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
maxio.com
|
38% | 75% | Google AI Mode |
Maxio leads on composite score (48.8) driven by a 75.0% citation rate, the highest in the category and ten times the 7.5% average, despite visibility below Nue and Zuora. |
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| 2 |
zuora.com
|
50% | 38% | Google AI Mode |
Zuora jumped from rank 10 to rank 2 this period with a 50.0-point visibility gain, but its 37.5% citation rate trails Maxio by 37.5 percentage points, limiting its composite score to 46.2. |
||||
| 3 |
nue.io
|
62% | 0% | Google AI Mode |
Nue has the highest visibility at 62.5% but a 0.0% citation rate, falling from rank 1 to rank 3 as its visibility dropped 37.5 points and AI Mode stopped linking to its domain. |
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| 4 |
salesforce.com
|
25% | 12% | Google AI Mode |
Salesforce Revenue Cloud sits at 25.0% visibility and 12.5% citation, matching DealHub exactly, while its citation delta of negative 50.0 points is the sharpest citation decline in the dataset. |
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| 5 |
dealhub.io
|
25% | 12% | Google AI Mode |
DealHub shares an identical composite score of 21.2 with Salesforce Revenue Cloud, both at 25.0% visibility and 12.5% citation, placing them jointly well below the top three brands. |
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| 6 |
pandadoc.com
|
0% | 12% | Google AI Mode |
| 7 |
subskribe.com
|
0% | 0% | Google AI Mode |
| 8 |
stripe.com
|
0% | 0% | Google AI Mode |
| 9 |
chargebee.com
|
0% | 0% | Google AI Mode |
| 10 |
recurly.com
|
0% | 0% | Google AI Mode |
| 11 |
logik.io
|
0% | 0% | Google AI Mode |
| 12 |
ordwaylabs.com
|
0% | 0% | Google AI Mode |
| 13 |
gotransverse.com
|
0% | 0% | Google AI Mode |
| 14 |
conga.com
|
0% | 0% | Google AI Mode |
| 15 |
sage.com
|
0% | 0% | Google AI Mode |
| 16 |
sap.com
|
0% | 0% | Google AI Mode |
| 17 |
oracle.com
|
0% | 0% | Google AI Mode |
| 18 |
vindicia.com
|
0% | 0% | Google AI Mode |
| 19 |
conga.com
|
0% | 0% | Google AI Mode |
| 20 |
billingplatform.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 AEO 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 →
AEO 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own quote-to-cash software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for quote-to-cash software
Who leads AI visibility in quote-to-cash software?
Maxio leads on composite score (48.8) primarily because of its 75.0% citation rate. Zuora has higher raw visibility at 50.0% but a lower citation rate of 37.5%, leaving it at second place with a composite score of 46.2.
Which brand has the highest raw visibility in this category?
Nue holds the highest visibility at 62.5%, yet it has a 0.0% citation rate, meaning Google AI Mode mentions it without linking to it as a source.
What sources does AI cite most for quote-to-cash software research?
The top cited sources include third-party domains such as g2.com, blog.alguna.com, and ledgerup.ai alongside brand-owned domains maxio.com and zuora.com, suggesting Google AI Mode blends review sites with vendor content.
Which brands saw the biggest visibility changes in the latest period?
Zuora rose from rank 10 to rank 2 with a 50.0-point visibility gain, while Nue fell from rank 1 to rank 3 with a 37.5-point visibility drop. SAP CPQ fell from rank 6 to rank 16.
How does the category average compare to the leading brands?
The category average visibility is 10.0% and average citation is 7.5%, meaning Maxio's 75.0% citation rate is ten times the average and Zuora's 50.0% visibility is five times the average.
Which engine dominates AI visibility for quote-to-cash software?
Every brand in the audit lists Google AI Mode as its top engine, and no other engine appears in the data, indicating the category's entire measurable AI footprint sits on that single surface.