B2B payment acceptance · October 2026 Edition
Stripe vs MineralTree
One of fourteen models named Stripe first on the direct prompt; two named MineralTree. Stripe was named by fourteen of the fourteen models and MineralTree by nine and Stripe carries 49 labels and MineralTree 12, so the shares are not directly comparable.
Named in nine categories this edition.
Named in four categories this edition.
First-choice share6%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate20%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 14; printed, not drawn.
Labels4912A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Stripe reading right to left. Rank and label count are printed, not drawn.BILL Accounts Receivable was named alongside these two in nine of the fourteen direct answers. Versapay vs Stripe · Versapay vs MineralTree · Helcim vs Stripe
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the B2B payment acceptance page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
StripeFirst choices, of fourteen modelsMineralTree
Direct123 against Stripe
Paraphrase00
Comparative70
Budget-constrained102 against Stripe
Scale-constrained10
Negative105 against Stripe
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Stripe and MineralTree stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | | | | ||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | | ||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | | |
Stripe MineralTree first choice named as an alternative argued againstblank: not namedEach cell is one answer, Stripe on the left and MineralTree on the right.The direct prompt
The plain question, one answer per model, grouped by where Stripe and MineralTree stood in it.
Stripe first, MineralTree an alternative
1 of 14 modelsMineralTree was named in the answer but not as the choice, or not at all.Grok 4.1 FastStripe alternatives: AvidXchange, BILL Accounts Receivable, MineralTree
MineralTree first, Stripe an alternative
2 of 14 modelsStripe was named in the answer but not as the choice, or not at all.Perplexity SonarMineralTree alternatives: EBizCharge
Kimi K2MineralTree alternatives: AvidXchange, BILL Accounts Receivable, HighRadius, Stripe
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Mistral SmallEBizCharge alternatives: BILL Accounts Receivable, MineralTree
DeepSeek V4 FlashHighRadius alternatives: BILL Accounts Receivable, Quadient AR, Stripe
GLM 4.7 FlashXHelcim alternatives: Adyen, AvidXchange, MineralTree, Stripe
MiniMax M2.5AvidXchange, Tipalti alternatives: BILL Accounts Receivable, Helcim, Stripe
GPT-6 LunaVersapay alternatives: Billtrust, Flywire, Stripe
Muse Glimmer 30BEBizCharge alternatives: BILL Accounts Receivable, Ramp, Stripe, Tipalti
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5EBizCharge alternatives: BILL Accounts Receivable, HighRadius, Rillion, Versapay
GPT-5.4 miniBILL Accounts Receivable alternatives: HighRadius, Modern Treasury, Tipalti, Versapay
Gemini 3.5 FlashEBizCharge alternatives: Billtrust, Paystand, Resolve Pay, Versapay
Llama 4 MaverickEBizCharge alternatives: AvidXchange, HighRadius
Qwen 3.7 FlashBILL Accounts Receivable alternatives: Chargebee, Forwardly, Nickel, Stripe Billing, Stripe Connect
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
MineralTree is not named for this buyer.
Stripe12%#3 of 9MineralTree—not namedMid-marketThe figures above
Enterprise
What the models said about Stripe
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“PayPal & Stripe (Avoid for Large, Low-Volume B2B Invoices)” Gemini 3.5 Flash · negative prompt · hard negative
“If you're an online SaaS or e-commerce platform accepting B2B payments from customers → Stripe (flexibility) or Adyen (scale & lower cross-border fees).” DeepSeek V4 Flash · comparative prompt · first choice
“If your primary goal is collecting card/ACH payments from your customers: Choose Stripe (for digital/SaaS models)” Gemini 3.5 Flash · comparative prompt · first choice
“Accept payments from business customers online or inside a product: compare Stripe and Adyen.” GPT-6 Luna · comparative prompt · first choice
What the models said about MineralTree
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“For a typical mid-market B2B company, I'd recommend starting with MineralTree” Kimi K2 · direct prompt · first choice
“I would start with MineralTree for most mid-market B2B teams” Perplexity Sonar · direct prompt · first choice
Also compared
Versapay vs StripeVersapay vs MineralTreeHelcim vs StripeHelcim vs MineralTreeStripe vs BILL Accounts ReceivableStripe vs BilltrustStripe vs MelioStripe vs TipaltiBILL Accounts Receivable vs MineralTreeBilltrust vs MineralTreeMelio vs MineralTreeMineralTree vs TipaltiAll twenty-eight head-to-head pages and the full B2B payment acceptance standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.