Every category where a model named Stripe Billing 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	20%	2 of 57	18%	60	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Stripe Billing 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 Stripe Billing 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	1	1	1	0	3
GPT-5.4 mini	2	1	1	1	5
Gemini 3.5 Flash	1	4	0	1	6
Perplexity Sonar	1	1	1	1	4
Grok 4.1 Fast	2	1	1	1	5
Mistral Small	2	3	0	1	6
DeepSeek V4 Flash	2	2	0	2	6
Llama 4 Maverick	0	1	2	0	3
Qwen 3.7 Flash	1	3	0	0	4
Kimi K2	1	4	0	1	6
GLM 4.7 FlashX	2	2	0	2	6
MiniMax M2.5	2	2	1	1	6

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

Direct28 labels9

Paraphrase23 labels4

Comparative35 labels15not counted in share

Budget-constrained30 labels15

Scale-constrained22 labels5

Negative33 labels9not counted in share

First choiceAlternativeMentionNegative171 labels in all, every segment counted; 33 of the 57 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.

“Stripe Billing is the most affordable full-featured subscription billing option, charging 0.7% of billing volume on a pay-as-you-go basis.” Claude Haiku 4.5 · Billing · budget prompt · first choice

“Best For: Startups and tech companies already using Stripe for payments. Key Differentiator: Extremely developer-friendly API.” Qwen 3.7 Flash · Billing · comparative prompt · first choice

“Start with Chargebee or Stripe Billing as they offer the best balance of features, pricing, and ease of implementation” GLM 4.7 FlashX · Billing · scale prompt · first choice

“For most SaaS startups, Stripe Billing or Chargebee offer the best balance of features and ease of use.” MiniMax M2.5 · Billing · 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.

“High-Risk Platforms (Avoid if Possible): Stripe Billing/Stripe: Highest risk score (91/100 on SaaS Flags)” Grok 4.1 Fast · Billing · negative prompt · hard negative

“You need very complex finance workflows, global tax simplicity, or healthcare BAA support ... it does not sign BAAs” Perplexity Sonar · Billing · negative prompt · soft negative

“Stripe Billing (When used without proper planning) ... your total fees can quickly creep past 4.5%” Gemini 3.5 Flash · Billing · negative prompt · soft negative

“be cautious if you need deep billing ops, unusual revenue-recognition workflows” GPT-5.4 mini · Billing · negative prompt · soft negative

Named alongside

The products named in the same answers as Stripe Billing, over the 171 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Stripe Billing was named but was not.

ProductSame answerTook the first choice insteadHead to head

Chargebee159 of 17135Compare →

Recurly117 of 1715Compare →

Zuora109 of 17128Not in the top three

Maxio85 of 1712Not in the top three

Paddle78 of 1712Not in the top three

Zoho Billing31 of 1715Not in the top three

Metronome23 of 1710Not in the top three

Billsby22 of 1715Not in the top three

Zoho Subscriptions19 of 1712Not in the top three

Lemon Squeezy17 of 1712Not 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 Stripe Billing. 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 30 of the 171 answers that named Stripe Billing and are not a share of its labels.

Domains cited

solidgate.com16

whop.com14

younium.com12

stripe.comYour site11

zoneandco.com10

learn.g2.com9

chargebee.com8

ventureharbour.com8

withorb.com8

g2.com7

Ninety-two of the 103 domain citations in answers naming Stripe Billing came from somebody else's page.

Pages cited

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

whop.com/blog/subscription-billing-software14

younium.com/blog/subscription-billing-platforms11

zoneandco.com/articles/20-best-subscription-billing-platforms-for-different-use-cases10

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

ventureharbour.com/subscription-billing-platforms8

ledgerup.ai/resources/best-subscription-billing-software-20267

guideflow.com/blog/subscription-billing-software6

Pages are listed as the models cited them.

Names read as Stripe Billing

What the judge wrote, as written, with how often. The vendor table decides that these count as Stripe Billing; a claim can dispute any of them.

Stripe Billing/Stripe 1

The company

Stripe is the company behind Stripe Billing.

Website: stripe.com
Headquarters: San Francisco, Ireland
Founded: 2010
Employees: about 8,000 (2022)
Ownership: Part of Q140991293

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 · LinkedIn · 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 Stripe Billing'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 Stripe Billing, 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 stripe.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.