Bluevine vs Novo
One of twelve models named Bluevine first on the direct prompt; zero named Novo. Bluevine was named by twelve of the twelve models and Novo by eleven and Bluevine carries 34 labels and Novo 19, so the shares are not 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 twelve 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
BluevineFirst choices, of twelve modelsNovo
Across every category in the September 2026 Edition, Bluevine and Novo were named in the same answer forty-two times, of the 85 answers naming Bluevine and the 52 naming Novo. In those answers Novo took the first choice two times and Bluevine ten.
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 | |
Bluevine Novo first choice named as an alternative argued againstblank: not namedEach cell is one answer, Bluevine on the left and Novo on the right.The direct prompt
Bluevine first, Novo not the choice
1 of 12 modelsNovo was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 of 12 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
Bluevine25%#2 of 11Novo12%#3 of 11Bluevine0%#– of 11Novo0%#– of 11What the models said about Bluevine
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“High closure rate (44% of negatives)” DeepSeek V4 Flash · negative prompt · hard negative
“neobanks (such as Mercury, Bluevine, or Novo) rely heavily on automated fraud-detection algorithms” Gemini 3.5 Flash · negative prompt · soft negative
“Caution: Multiple reports of unexpectedly frozen or closed business accounts” Kimi K2 · negative prompt · soft negative
“choose Bluevine Business Checking for the best balance of low cost and useful business features” Perplexity Sonar · budget prompt · first choice
“Bluevine is frequently cited as the best for scaling businesses due to its fee structure.” Qwen 3.7 Flash · direct prompt · first choice
“Consider highly rated alternatives: Bluevine, Mercury, Axos, NBKC (low fees, good reviews” Grok 4.1 Fast · negative prompt · first choice
What 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.
“neobanks (such as Mercury, Bluevine, or Novo) rely heavily on automated fraud-detection algorithms” Gemini 3.5 Flash · negative prompt · soft negative
“Novo: Best for Simple, 100% Fee-Free Banking ... Choose Novo if you want an all-around free account with great integrations and ATM fee refunds.” Gemini 3.5 Flash · budget prompt · first choice
“Start with Bluevine or Novo—open online in minutes with EIN/SSN.” Grok 4.1 Fast · budget prompt · first choice
“For US solos: Novo/Bluevine.” Grok 4.1 Fast · comparative 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.