GTM AI Index

Index › Vendors › Zuora · September 2026 Edition

2 categories · Ranked

Zuora

130Judge labels

27First choices

49Negative labels

12 of 12Models named it

2Categories

September 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-09-16.3, every buyer segment counted.

Best standing

60% in Billing for enterprise buyers

Rank 10 of 57 in the mid-market standingcriticized challenger

0 of 12 models made it the first choice on the direct prompt; 52% of its 42 labels there were negative.

By buyer segmentAn enterprise product: leader at enterprise, not named at small business.

Small business67 of 67

criticized challenger

Mid-market10 of 57

criticized challenger

Enterprise1 of 53

endorsed leader

In billing · 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 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
Billing and subscription management	Revenue operations	2%	10 of 57	52%	42	criticized challenger
CPQ	Revenue operations	0%	46 of 73	0%	2	under 10 labels · led by DealHub at 62%

Movement

This is the first edition on this tier, so no move can be computed for Zuora yet. The next is due October 1, 2026. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated Zuora across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	1	1	2	4
GPT-5.4 mini	0	1	1	2	4
Gemini 3.5 Flash	0	0	1	2	3
Perplexity Sonar	0	0	1	1	2
Grok 4.1 Fast	0	0	1	4	5
Mistral Small	0	2	1	0	3
DeepSeek V4 Flash	1	1	1	4	7
Llama 4 Maverick	0	0	2	0	2
Qwen 3.7 Flash	0	1	0	1	2
Kimi K2	0	0	0	3	3
GLM 4.7 FlashX	0	2	1	1	4
MiniMax M2.5	0	3	0	2	5

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

Direct18 labels11

Paraphrase19 labels11

Comparative30 labels10not counted in share

Budget-constrained12 labels4

Scale-constrained18 labels1

Negative33 labels3not counted in share

First choiceAlternativeMentionNegative130 labels in all, every segment counted; 27 of the 40 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.

“That means Zuora-class flat pricing may outpace Stripe/Chargebee percentage-based fees at scale.” DeepSeek V4 Flash · Billing · scale prompt · first choice

“If you have complex B2B contracts with negotiated terms, Zuora is the enterprise standard but expect a longer sales cycle and higher cost.” MiniMax M2.5 · Billing · scale prompt · alternative

“Zuora if you have high complexity: usage-based billing, hybrid pricing, multiple entities” GPT-5.4 mini · Billing · paraphrase prompt · alternative

“Best for large enterprises with complex subscription products and strict compliance requirements” GLM 4.7 FlashX · Billing · comparative prompt · alternative

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.

“Overkill for mid-sized companies... Also has the lowest user satisfaction (3.9/5 on G2).” DeepSeek V4 Flash · Billing · paraphrase prompt · hard negative

“Who should avoid it: Basically everyone except large enterprises ($10M+ ARR)” DeepSeek V4 Flash · Billing · negative prompt · hard negative

“Avoid complex orchestrators like Chargebee or Zuora early on” Gemini 3.5 Flash · Billing · negative prompt · hard negative

“Zuora — Major Caution Advised ... Severe performance issues” Kimi K2 · Billing · negative prompt · hard negative

Named alongside

The products named in the same answers as Zuora, over the 130 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zuora was named but was not.

ProductSame answerTook the first choice insteadHead to head

Chargebee111 of 13026Not in the top three

Stripe Billing109 of 13028Not in the top three

Recurly101 of 1303Not in the top three

Maxio77 of 1301Not in the top three

Paddle59 of 1301Not in the top three

Metronome19 of 1300Not in the top three

BillingPlatform18 of 1300Not in the top three

Salesforce Revenue Cloud17 of 1300Not in the top three

FastSpring16 of 1300Not in the top three

Orb14 of 1300Not in the top three

A head-to-head page exists where both products are in a category's top three. 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. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 28 of the 130 answers that named Zuora and are not a share of its labels.

Domains cited

solidgate.com16

younium.com12

whop.com11

zoneandco.com11

unibee.dev10

learn.g2.com9

upflow.io9

chargebee.com8

solvimon.com8

stripe.com8

102 of the 102 domain citations in answers naming Zuora came from somebody else's page.

Pages cited

solidgate.com/blog/best-subscription-billing-software16

younium.com/blog/subscription-billing-platforms12

whop.com/blog/subscription-billing-software11

zoneandco.com/articles/20-best-subscription-billing-platforms-for-different-use-cases11

learn.g2.com/best-subscription-management-software9

upflow.io/blog/saas-finance/saas-best-billing-software9

unibee.dev/blog/best-subscription-management-software-review6

ventureharbour.com/subscription-billing-platforms6

Pages are listed as the models cited them.

The company

Zuora.

Website: zuora.com
Headquarters: Foster City, United States
Founded: 2007
Ownership: Public, ZUO on New York Stock Exchange

From Wikidata, fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · Crunchbase

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'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, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at zuora.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.