Circle vs Stripe Crypto
One of fourteen models named Circle first on the direct prompt; zero named Stripe Crypto. Circle was named by fourteen of the fourteen models and Stripe Crypto by eleven and Circle carries 30 labels and Stripe Crypto 27, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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 stablecoin platforms page.
By framing
CircleFirst choices, of fourteen modelsStripe Crypto
Across every category in the November 2026 Edition, Circle and Stripe Crypto were named in the same answer forty-eight times, of the 107 answers naming Circle and the 87 naming Stripe Crypto. In those answers Stripe Crypto took the first choice five times and Circle fifteen.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | | | | ||
| Grok 4.20 | | | | |||
| 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 | |
Circle Stripe Crypto first choice named as an alternative argued againstblank: not namedEach cell is one answer, Circle on the left and Stripe Crypto on the right.The direct prompt
Circle first, Stripe Crypto not the choice
1 of 14 modelsStripe Crypto was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.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
Stripe Crypto24%#1 of 12Circle4%#6 of 12Circle7%#4 of 12Stripe Crypto5%#7 of 12Circle17%#2 of 9Stripe Crypto4%#5 of 9What the models said about Circle
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“enterprise platforms like Circle or Ripple that typically require custom pricing and higher minimums” Kimi K2 · budget prompt · hard negative
“Circle is another top choice, particularly for institutional payments and USDC transactions.” Mistral Small · direct prompt · first choice
“Choose Circle for large-scale USDC minting, redemption, and treasury management.” Perplexity Sonar · comparative prompt · first choice
“Circle (with USDC) would be my top recommendation for a mid-sized B2B company.” Grok 4.20 · paraphrase prompt · first choice
What the models said about Stripe Crypto
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Stripe (1.5% but requires existing integration)” Kimi K2 · budget prompt · hard negative
“Avoid for Pure B2B: Stripe” Kimi K2 · paraphrase prompt · hard negative
“pricing and compliance requirements are generally better suited to companies already using Stripe or operating at scale” Perplexity Sonar · budget prompt · soft negative
“I'd start with Stripe if you already use Stripe. It's likely the best *low-overhead* choice” GPT-6 Luna · budget prompt · first choice
“I recommend Stripe (specifically Stripe Crypto)” Qwen 3.7 Flash · paraphrase prompt · first choice
“Excellent if your B2B flows involve fiat gateways, invoicing, or hybrid payments... slightly less "pure" infrastructure than Circle.” Grok 4.20 · paraphrase prompt · alternative
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.