8 categories · RankedStripe
208Judge labels
12First choices
45Negative labels
12 of 12Models named it
8Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Best standing
9% in B2B payment acceptance for enterprise buyers
Rank 6 of 91 in the mid-market standingaccepted challenger
1 of 12 models made it the first choice on the direct prompt; 17% of its 41 labels there were negative.
By buyer segmentRead the same way at every buyer size.
Small business5 of 66
7%42 labels
criticized challenger
Mid-market6 of 91
7%41 labels
accepted challenger
Enterprise4 of 88
9%37 labels
accepted challenger
In b2b payment acceptance · 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 Stripe 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 |
|---|---|---|---|---|---|---|
| B2B payment acceptance | Receivables and billing | 7% | 6 of 91 | 17% | 41 | accepted challenger |
| Cross-border payments and FX | Treasury and cash | 0% | 14 of 83 | 0% | 17 | accepted challenger |
| Contractor payments | Spend and procurement | 0% | 29 of 83 | 20% | 5 | under 10 labels · led by Deel at 27% |
| Revenue recognition | Accounting and close | 0% | 75 of 77 | 75% | 4 | under 10 labels · led by Maxio at 15% |
| Account reconciliation | Accounting and close | 0% | 65 of 72 | 100% | 1 | under 10 labels · led by FloQast at 33% |
| Cash application | Receivables and billing | 0% | 78 of 83 | 100% | 1 | under 10 labels · led by HighRadius at 16% |
| Invoicing software | Receivables and billing | 0% | 73 of 86 | 100% | 1 | under 10 labels · led by Wave at 19% |
| SaaS metrics and analytics | Planning and analysis | 0% | 60 of 81 | 0% | 1 | under 10 labels · led by ChartMogul at 45% |
Movement
This is the first edition on this tier, so no move can be computed for Stripe yet. 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 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 | 0 | 2 | 0 | 3 |
| GPT-5.4 mini | 2 | 2 | 0 | 1 | 5 |
| Gemini 3.5 Flash | 1 | 1 | 1 | 5 | 8 |
| Perplexity Sonar | 1 | 2 | 1 | 0 | 4 |
| Grok 4.1 Fast | 2 | 0 | 3 | 1 | 6 |
| Mistral Small | 1 | 1 | 2 | 0 | 4 |
| DeepSeek V4 Flash | 1 | 4 | 2 | 1 | 8 |
| Llama 4 Maverick | 0 | 2 | 2 | 0 | 4 |
| Qwen 3.7 Flash | 1 | 1 | 1 | 3 | 6 |
| Kimi K2 | 1 | 3 | 2 | 0 | 6 |
| GLM 4.7 FlashX | 1 | 4 | 2 | 3 | 10 |
| MiniMax M2.5 | 1 | 4 | 2 | 0 | 7 |
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
Direct35 labels6
Paraphrase10 labels2
Comparative64 labels13not counted in share
Budget-constrained28 labels3
Scale-constrained25 labels1
Negative46 labels3not counted in share
First choiceAlternativeMentionNegative208 labels in all, every segment counted; 12 of the 28 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.
“Choose Stripe if you want the most flexible developer-centric API stack and need to embed B2B payments into software or workflows.” Perplexity Sonar · B2B payment acceptance · comparative prompt · first choice
“Best For: B2B SaaS, recurring subscriptions, and developer-heavy marketplaces... Unmatched API customization for developers” Gemini 3.5 Flash · B2B payment acceptance · comparative prompt · first choice
“If you're a SaaS or platform business → Stripe (or Airwallex for global multi-currency needs) is likely the right fit.” GLM 4.7 FlashX · B2B payment acceptance · comparative prompt · first choice
“the best default choice is usually Stripe if you want a lightweight, pay-as-you-go platform with no monthly fee” GPT-5.4 mini · B2B payment acceptance · budget 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.
“PayPal and Stripe have highly sensitive, automated risk algorithms ... Zero Compliance Safeguards” Gemini 3.5 Flash · Contractor payments · negative prompt · hard negative
“Using a tool like Stripe or Chargebee primarily for billing... Why to avoid” GLM 4.7 FlashX · Revenue recognition · negative prompt · hard negative
“close third if you need developer-friendly APIs/global reach, but its flat rates cost more on high-value B2B transactions. Avoid if cards dominate.” Grok 4.1 Fast · B2B payment acceptance · budget prompt · soft negative
“Relying solely on the built-in reconciliation features of your payment processor (e.g., Stripe, Shopify Payments, or PayPal) is a common trap.” Gemini 3.5 Flash · Account reconciliation · negative prompt · soft negative
Named alongside
The products named in the same answers as Stripe, over the 208 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Stripe was named but was not.
ProductSame answerTook the first choice insteadHead to head
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. 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 172 of the 208 answers that named Stripe and are not a share of its labels.
Domains cited
connectpay.com82
gartner.com78
highradius.com62
techrepublic.com56
worldmetrics.org53
airwallex.com52
wise.com47
fitsmallbusiness.com42
stripe.comYour site42
factura.ai38
510 of the 552 domain citations in answers naming Stripe came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as Stripe
What the judge wrote, as written, with how often. The vendor table decides that these count as Stripe; a claim can dispute any of them.
Standard Stripe 1Stripe (Billing + Connect) 1Stripe (Stripe Billing & Payments) 1
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'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, 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.