Novo vs Brex
Zero of fourteen models named Novo first on the direct prompt; zero named Brex. Novo was named by eleven of the fourteen models and Brex by twelve and both carry 22 labels, so the shares below are directly comparable.
Named in one category this edition.
Named in eleven categories 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 business banking page.
By framing
NovoFirst choices, of fourteen modelsBrex
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 4.1 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 | |
Novo Brex first choice named as an alternative argued againstblank: not namedEach cell is one answer, Novo on the left and Brex on the right.The direct prompt
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 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
Brex17%#2 of 11Novo0%#– of 11What the models said about Novo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Online platforms like Novo or Lili are great for lean startups, but they lack a physical branch presence.” Gemini 3.5 Flash · negative prompt · soft negative
“Zero-cost digital first: Novo or American Express Business Checking if you want 100% free with no minimums and no fees on ACH/wires.” Muse Glimmer 30B · budget prompt · first choice
“Opt for established options like Novo, Lili, or traditional banks (e.g., Wells Fargo) with fewer closure complaints.” Grok 4.1 Fast · negative prompt · first choice
“If you want a simple, fee‑free online account: Go with Novo, Bluevine, or Lili.” GLM 4.7 FlashX · budget prompt · first choice
What the models said about Brex
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“I would generally recommend Brex if you want an all-in-one platform for banking, cards, treasury, and spend management” Perplexity Sonar · 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.