Small business=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 76 → 77 of 77
1 category · RankedZuora Revenue
121Judge labels
30First choices
32Negative labels
14 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
58% in Revenue recognition for enterprise buyers
Rank 12 of 77 in the mid-market standingcriticized challenger
0 of 14 models made it the first choice on the direct prompt; 29% of its 38 labels there were negative.
What the models named instead of Zuora Revenue →By buyer segmentAn enterprise product: leader at enterprise, not named at small business.
Small business78 of 79
0%18 labels
criticized challenger
Mid-market12 of 77
2%38 labels
criticized challenger
Enterprise1 of 65
58%63 labels
endorsed leader
In revenue recognition · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named Zuora Revenue for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Revenue recognition | Accounting and close | 2% | 12 of 77 | 29% | 38 | criticized challenger | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Zuora Revenue held within the floor in its one category: no change cleared 10 points.
Best category · Revenue recognition · by segment
Mid-market=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
2%from 2% in September 2026
Inside the floor by 10 pointsRank 14 → 11 of 74
Enterprise▼−1Since September 2026: 56% → 56%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.
56%from 56% in September 2026
Inside the floor by 9 pointsRank 1 of 62, unchanged
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Revenue recognition | 2% | 2% | =heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 14 → 12 of 77 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
By model
How each model treated Zuora Revenue across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Zuora Revenue across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 2 | 1 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 2 | 5 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.1 Fast | 0 | 1 | 2 | 1 | 4 |
| Mistral Small | 1 | 1 | 2 | 0 | 4 |
| DeepSeek V4 Flash | 1 | 0 | 1 | 3 | 5 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 1 | 0 | 2 | 3 |
| GLM 4.7 FlashX | 1 | 0 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 2 | 1 | 3 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 1 | 2 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct21 labels12
Paraphrase20 labels10
Comparative32 labels13not counted in share
Budget-constrained12 labels4
Scale-constrained18 labels4
Negative18 labels2not counted in share
First choiceAlternativeMentionNegative121 labels in all, every segment counted; 30 of the 45 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Zuora Revenue is widely considered the "enterprise" standard... Zuora Revenue is the industry leader for hybrid contracts” GLM 4.7 FlashX · Revenue recognition · comparative prompt · first choice
“Zuora is the go-to for organizations that need a robust, dedicated revenue recognition solution separate from their ERP” Mistral Small · Revenue recognition · comparative prompt · first choice
“I'd generally recommend Zuora Revenue if you need a dedicated ASC 606 revenue recognition tool” GPT-5.4 mini · Revenue recognition · paraphrase prompt · first choice
“Choose Zuora Revenue if you need the most robust enterprise-grade rev rec.” GPT-5.4 mini · Revenue recognition · comparative prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“What to Avoid ... Zuora Revenue ... implementation cost and complexity are usually overkill” DeepSeek V4 Flash · Revenue recognition · paraphrase prompt · hard negative
“Avoid enterprise-grade solutions (Zuora Revenue, NetSuite ARM, Sage Intacct)” DeepSeek V4 Flash · Revenue recognition · budget prompt · hard negative
“"Avoid expensive enterprise solutions like NetSuite or Zuora"” Muse Glimmer 30B · Revenue recognition · negative prompt · hard negative
“because they are composed of separate legacy technologies that have been stitched together through acquisitions, they can create friction” Gemini 3.5 Flash · Revenue recognition · negative prompt · soft negative
Named alongside
The products named in the same answers as Zuora Revenue, over the 118 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zuora Revenue was named but was not.ShowHide
Named alongside
The products named in the same answers as Zuora Revenue, over the 118 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zuora Revenue was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named Zuora Revenue. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 115 of the 118 answers that named Zuora Revenue and are not a share of its labels.
Domains cited
wise.com68
guideflow.com64
rightrev.com64
ledgerup.ai63
zenskar.com55
zuora.comYour site50
hubifi.com45
younium.com45
dualentry.com44
fueler.io43
491 of the 541 domain citations in answers naming Zuora Revenue came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
zuora.com ranks 8 on Google for the category's searches. In the answers, Zuora Revenue takes 2% of first choices and Maxio takes 20%.ShowHide
Search and answers
zuora.com ranks 8 on Google for the category's searches. In the answers, Zuora Revenue takes 2% of first choices and Maxio takes 20%.
ShowHideIn search
Google, US estimatesPosition for “revenue recognition tools”
–
not in the top ten
Position for “revenue recognition software”
–
not in the top ten
- Searches for its name, Google
- 170 a month (“zuora revenue”)
- AI search demand for its name, est.
- 3 a month
- Organic visits to its site
- about 24,950 a month
- Searches its site ranks for
- 3,362 · 483 in the top three
- Sites linking to it
- 6,154
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
2%
rank 12 of 77 in revenue recognition
Segment leader
20%
Maxio
- First choices
- 30 across its categories
- Named in
- 118 answers
- Its own site cited
- in 115 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on zuora.com
12,985
subdomains included
Content
1,037
counted in the table below
Documentation
8,861
Product · Integration
70 · 2
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| News or press | 368 | 0 | 2026-04-16 | ||
| Report or ebook | 305 | 9 | 2026-09-22 | ||
| Webinar or virtual event | 123 | 0 | 2025-09-11 | ||
| Case study | 95 | 5 | 2026-09-22 | ||
| Conference or event | 68 | 0 | 2026-02-04 | ||
| Comparison | 21 | 2 | 2026-09-15 | ||
| Blog | 15 | 1 | 2026-07-31 | ||
| Template or tool | 15 | 0 | 2026-06-26 | ||
| Podcast or video | 14 | 0 | 2023-05-18 | ||
| Glossary or explainer | 13 | 0 | 2022-09-01 |
Most recent
- 2026-09-22Comcast technology solutions case study
- 2026-09-22Ai agent marketplace billing report or ebook
- 2026-09-22Ai billing for usage based products report or ebook
- 2026-09-15The hidden tradeoff of ai in accounting efficiency vs instinct comparison
- 2026-09-08Trivago case study
- 2026-08-27Enterprise cpq solutions a finance first comparison zuora report or ebook
How it is countedHide how it is counted
Every page zuora.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
Names read as Zuora Revenue
What the judge wrote, as written, with how often. The vendor table decides that these count as Zuora Revenue; a claim can dispute any of them.
Zuora 6Zuora RevPro 3Zuora Revenue (formerly RevPro) 3Zuora Revenue (RevPro) 2RevPro (by PwC) 1Zuora Revenue (Zuora RevPro) 1Zuora Revenue / RevPro 1
Follow Zuora Revenue
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Zuora Revenue is its own company.ShowHide
The company
Zuora Revenue is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Fully automate complex revenue recognition problems. Close your books faster, handle contract changes, simplify audits, and drive GAAP reporting and disclosures.
- For
- finance teams
- Certifications
- ASC 606IFRS 15
- Customers named
- HireologyBMC SoftwareZOLL Data SystemsRiverbedZoomHudlRankingCoach
- Not stated on the pages read
- Price, starting price, free plan or trial, integrations, hosting
What Zuora Revenue's own pages state, read September 28, 2026: zuora.com, zuora.com/subscribed/pricing-agentic-ai-the-compass-framework, trust.zuora.com, zuora.com/products, zuora.com/zuora-training/customers. A claimed page can correct any of them.
Is this your product?
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Zuora Revenue's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Zuora Revenue, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Zuora Revenue by email, built from the raw record of the edition. It shows:
- where Zuora Revenue is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Zuora Revenue, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.