Four of fourteen models named Request Finance first on the direct prompt; one named Circle. Request Finance was named by eight of the fourteen models and Circle by fourteen and Request Finance carries 12 labels and Circle 30, 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.
Across every category in the November 2026 Edition, Request Finance and Circle were named in the same answer thirteen times, of the 36 answers naming Request Finance and the 107 naming Circle. In those answers Circle took the first choice two times and Request Finance four.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Request Finance is the strongest starting point: it is built specifically to solve fragmented treasury” Muse Glimmer 30B · direct prompt · first choice
“Best All-in-One Finance Suite (AP/AR, Invoicing & Payroll): [Request Finance]” Gemini 3.5 Flash · direct prompt · first choice
“Request Finance stands out as the strongest all-around choice” DeepSeek V4 Flash · direct prompt · first choice
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.