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Business banking · October 2026 Edition

Bluevine vs Novo

Zero of fourteen models named Bluevine first on the direct prompt; zero named Novo. Bluevine was named by fourteen of the fourteen models and Novo by eleven and Bluevine carries 39 labels and Novo 22, so the shares are not directly comparable.

Bluevine

accepted challenger

Named in four categories this edition.

Novo

accepted challenger

Named in one category this edition.

First-choice share10%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate18%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 14; printed, not drawn.
Labels3922A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Bluevine reading right to left. Rank and label count are printed, not drawn.Bank of America was named alongside these two in eight of the fourteen direct answers. Mercury vs Bluevine · Mercury vs Novo · Rho vs Bluevine

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
BluevineFirst choices, of fourteen modelsNovo
Direct00
Paraphrase001 against Bluevine
Comparative30
Budget-constrained55
Scale-constrained00
Negative016 against Bluevine · 1 against Novo
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, Bluevine and Novo were named in the same answer forty-three times, of the 112 answers naming Bluevine and the 60 naming Novo. In those answers Novo took the first choice seven times and Bluevine six.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Bluevine and Novo stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
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

The plain question, one answer per model, grouped by where Bluevine and Novo stood in it.

Neither was named

14 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Chase Business Banking alternatives: Bluevine Premier Business Checking, KeyBank, Relay
GPT-5.4 miniJ.P. Morgan Commercial Banking alternatives: Bank of America, Wells Fargo Commercial Banking
Gemini 3.5 FlashRho alternatives: Bank of America, Brex, Chase Business Banking, Mercury, Ramp
Perplexity SonarRho alternatives: Airwallex, Brex, Capital One Enhanced Checking
Grok 4.1 FastChase Business Banking alternatives: Bank of America, Capital One
Mistral SmallCapital One alternatives: PNC Bank Treasury Enterprise Plan, Truist Bank, Wells Fargo
DeepSeek V4 FlashBank of America, Chase Business Banking alternatives: Capital One
Llama 4 Maverickno first choice
Qwen 3.7 FlashRamp alternatives: Aspire, Bank of America, Chase Business Banking, Mercury, Oxygen Banking
Kimi K2Chase Performance Business Checking alternatives: Brex, Mercury, Relay
GLM 4.7 FlashXMercury alternatives: Airwallex, Bank of America, Brex, Chase Business Banking
MiniMax M2.5PNC Bank alternatives: Capital One, First Internet Bank, Rho, Wise Business
GPT-6 LunaJ.P. Morgan Commercial Banking alternatives: Bank of America, Citibank, U.S. Bank
Muse Glimmer 30BBank of America, Chase Business Banking

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Bluevine leads by five points.
Bluevine16%#2 of 12
Novo11%#3 of 12
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Bluevine10%#3 of 14
Novo10%#4 of 14
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Bluevine0%#– of 11
Novo0%#– of 11
The full enterprise standing →

What 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.

“BlueVine | 13.2 negative reviews/month | Account closures (44% of complaints)” Kimi K2 · negative prompt · hard negative
“13.2 negative reviews per month ... with 44% related to account closures/freezes” DeepSeek V4 Flash · negative prompt · hard negative
“High complaints (13.2 negatives/month), 44% about unexpected freezes/closures.” Grok 4.1 Fast · negative prompt · hard negative
“Bluevine is widely considered the best option for budget-conscious businesses... Bluevine is generally the winner” Qwen 3.7 Flash · budget prompt · first choice
“Bluevine or Mercury currently offer the best combination of zero fees, features, and accessibility” MiniMax M2.5 · budget prompt · first choice
“my pick for a new or small company on a tight budget is Bluevine's Standard business checking” GPT-6 Luna · budget 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.

“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
Also compared

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.