BVNK vs Circle
Five of fourteen models named BVNK first on the direct prompt; one named Circle. Both were named by all fourteen models and both carry 30 labels, so the shares below are directly comparable.
Named in two categories 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
BVNKFirst choices, of fourteen modelsCircle
Across every category in the November 2026 Edition, BVNK and Circle were named in the same answer seventy-five times, of the 112 answers naming BVNK and the 107 naming Circle. In those answers Circle took the first choice twenty times and BVNK seventeen.
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 | | |
BVNK Circle first choice named as an alternative argued againstblank: not namedEach cell is one answer, BVNK on the left and Circle on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.BVNK first, Circle an alternative
4 of 14 modelsCircle was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
BVNK4%#7 of 12Circle4%#6 of 12What the models said about BVNK
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“then check Triple-A or BVNK, though they're pricier” Grok 4.20 · budget prompt · soft negative
“my default recommendation would be BVNK if you want a single, enterprise-ready stablecoin payments platform” GPT-5.4 mini · paraphrase prompt · first choice
“BVNK and OSL BizPay are purpose-built for B2B cross-border flows, with BVNK specializing in B2B rails” Claude Haiku 4.5 · direct prompt · first choice
“BVNK (now backed by Mastercard) stands out as the strongest option for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
What 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
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.