Novo vs Chase Business Banking
Zero of fourteen models named Novo first on the direct prompt; four named Chase Business Banking. Novo was named by eleven of the fourteen models and Chase Business Banking by thirteen and Novo carries 22 labels and Chase Business Banking 44, 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 business banking page.
By framing
NovoFirst choices, of fourteen modelsChase Business Banking
Across every category in the October 2026 Edition, Novo and Chase Business Banking were named in the same answer thirty-two times, of the 60 answers naming Novo and the 125 naming Chase Business Banking. In those answers Chase Business Banking took the first choice three times and Novo six.
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 Chase Business Banking first choice named as an alternative argued againstblank: not namedEach cell is one answer, Novo on the left and Chase Business Banking on the right.The direct prompt
Chase Business Banking first, Novo not the choice
4 of 14 modelsNovo was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 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
Novo11%#3 of 12Chase Business Banking4%#5 of 12Novo10%#4 of 14Chase Business Banking8%#5 of 14Chase Business Banking15%#3 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 Chase Business Banking
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Trustpilot reviewers frequently mention poor phone support and unexplained account freezes.” Mistral Small · negative prompt · hard negative
“Reports of abrupt business account restrictions/closures without warning or clear reasons” Grok 4.1 Fast · negative prompt · hard negative
“Avoid traditional banks like Chase/BofA if budget-tight” Grok 4.1 Fast · budget prompt · hard negative
“Chase Business Complete Banking offers one of the largest branch networks in the country, making it suitable for mid-sized businesses that value physical branch access.” Claude Haiku 4.5 · direct prompt · first choice
“JPMorgan Chase Middle Market Banking with Chase Performance/Platinum Business Checking for integrated treasury, payments and fraud controls, or” Muse Glimmer 30B · direct prompt · first choice
“Need lots of cash deposits or in-person banking? Choose a big bank like Chase, BofA, or Wells Fargo.” GPT-5.4 mini · 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.