Business banking
Asked as “business bank account for a company”, and as “banking platform for a startup”, on behalf of a mid-market B2B company. 40 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
Mercury vs BrexMercury vs NovoMercury vs U.S. BankMercury vs Bank of AmericaBluevine vs Chase Business BankingBluevine vs RhoBluevine vs BrexBluevine vs NovoBluevine vs U.S. BankBluevine vs Bank of AmericaChase Business Banking vs RhoChase Business Banking vs BrexChase Business Banking vs NovoChase Business Banking vs U.S. BankChase Business Banking vs Bank of AmericaRho vs BrexRho vs NovoRho vs U.S. BankRho vs Bank of AmericaBrex vs NovoBrex vs U.S. BankBrex vs Bank of AmericaNovo vs U.S. BankNovo vs Bank of AmericaU.S. Bank vs Bank of America
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08A09
10
11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Mercury20%
Mercury20%02Bluevine20%
Bluevine20%03Chase Business Banking12%
Chase Business Banking12%04Rho12%
Rho12%05Brex8%
Brex8%06Novo5%
Novo5%07U.S. Bank2%
U.S. Bank2%08Bank of America2%
Bank of America2%09Axos Bank Basic Business Checking2%
10Relay0%
Relay0%11Airwallex0%
Airwallex0%12Citibank0%
Citibank0%13Wells Fargo0%
Wells Fargo0%What they warned about
Two of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Wells Fargo47%
9 of 19 labels negative · 7 of 12 models · 6 hard negative
“Consistently ranked near the bottom of major customer satisfaction indexes, Wells Fargo carries historical baggage from massive regulatory scandals” Gemini 3.5 Flash, negative prompt
Citibank55%
6 of 11 labels negative · 6 of 12 models · 4 hard negative
“Citibank has struggled with a tarnished reputation... customer complaints frequently focusing on the bank's outdated technology and confusing online banking system” Claude Haiku 4.5, negative prompt
Bank of America22%
6 of 27 labels negative · 6 of 12 models · 2 hard negative
“Bank of America has the most complaints of any bank in the U.S., with customers reporting poor customer service, long wait times, excessive fees” Claude Haiku 4.5, negative prompt
Chase Business Banking14%
6 of 42 labels negative · 5 of 12 models · 2 hard negative
“Avoid traditional banks (e.g., Chase) for mid-sized startups—they lack fintech speed/tools.” Grok 4.20, paraphrase prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
62 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 924 links across 251 sites, every framing counted. Ranked by the number of answers carrying the site or page.
35 answers · 48 citations · 10 models
vendor site · Airwallex33 answers · 44 citations · 11 models
29 answers · 40 citations · 11 models
26 answers · 40 citations · 11 models
vendor site · Rho25 answers · 44 citations · 11 models
24 answers · 42 citations · 8 models
22 answers · 23 citations · 9 models
vendor site · Found21 answers · 23 citations · 11 models
vendor site · Bluevine18 answers · 24 citations · 11 models
15 answers · 20 citations · 9 models
15 answers · 18 citations · 6 models
vendor site · Backbase13 answers · 13 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
24 answers · 10 models
22 answers · 9 models
18 answers · 10 models
17 answers · 8 models
16 answers · 10 models
15 answers · 9 models
15 answers · 8 models
13 answers · 8 models
12 answers · 6 models
11 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best business bank account for a company”, “business bank account for a company”, “business banking providers”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Mercury mercury.com | 20% | 182 | 368,000 | 130,988 | 301,244 | $284,811 | 25 | 5 |
| Bluevine bluevine.com | 20% | 101 | 74,000 | 990 | 79,464 | $113 | 120 | 3 |
| Chase chase.com Chase Business Banking 12% | 12% | 120 | 6,120,000 | 327,918 | 52,427,131 company | $69,752 | 119 | |
| Rho rho.co | 12% | 152 | 74,000 | 7,366 | 182,562 | $416 | 2 | |
| Brex brex.com | 8% | 524 | 60,500 | 1,190 | 328,914 | $12,238 | 81 | 7 |
| NBKC nbkc.com | 8% | 20 | 8,100 | 339 | 19,954 | 31 | ||
| Novo novo.co | 5% | 46 | 49,500 | 10,752 | 48,117 | $22,187 | 8 | |
| U.S. Bank usbank.com | 2% | 46 | 3,350,000 | 32,385 | 21,547,254 | $38,387 | 52 | 8 |
| Bank of America bankofamerica.com | 2% | 107 | 9,140,000 | 91,560 | 47,087,286 | $143,661 | 120 | 1 |
| Axos axosbank.com Axos Bank Basic Business Checking 2% | 2% | 29 | 492,589 company | $633 | 36 |
Google's top ten for the three searches hold 24 sites; 4 of them are among the sites the models cited here (airwallex.com, bluevine.com, forbes.com, nerdwallet.com). The first result for “best business bank account for a company” is business.bankofamerica.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best business bank account for a company for a mid-market B2B company?”Paraphrase“Which banking platform for a startup would you recommend to a mid-sized B2B company?”Comparative“What are the top business banking providers and how do they differ?”Budget-constrained“What is the best business bank account for a company for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a business bank account for a company. What should we look at?”Negative“Which business banking providers should I avoid or be cautious about?”
Claude Haiku 4.5BrexBrexHeldno first choiceU.S. Bankno first choiceagainst: Bank of America, Citibank, Wells Fargo
Three alternatives
Airwallex, Chase Business Banking, U.S. BankTwo alternatives
Bluevine, MercuryEight alternatives
Airwallex, Bank of America, Bluevine, Brex, Chase Business Banking, Mercury, Novo, RelayFour alternatives
Bluevine, Novo, Relay, TAB Bank's Business Checking AccountGPT-5.4 miniChase Business BankingMercuryChangedno first choiceno first choiceno first choicenothing named
Three alternatives
Bank of America, TD Bank, U.S. BankThree alternatives
Bluevine, Brex, RampGemini 3.5 FlashRhoMercury, RhoChangedBank of America, Chase Business Banking, MercuryNovono first choiceagainst: Bank of America, Bluevine, Brex, Citibank, Evolve Bank & Trust, Mercury, Novo, Synapse Financial Technologies, Wells Fargo, Wise Business
Six alternatives
Bank of America, Brex, Chase Business Banking, Fifth Third Bank, Mercury, PNC BankTwo alternatives
Brex, RampFour alternatives
Bluevine, Grasshopper, Novo, RelayFive alternatives
Bluevine, Chase Business Banking, Found, Mercury, RelayPerplexity SonarRhoRhoHeldno first choiceBluevineagainst: Chase Business Banking, Mercuryno first choiceagainst: Bank of America, Citibank, NatWest Bankline, Wells Fargo
Three alternatives
Bluevine, Brex, RelayThree alternatives
Brex, Chase Business Banking, MercuryTen alternatives
Axos Bank Basic Business Checking, Bluevine, Capital One, Chase Business Banking, Grasshopper, Live Oak Bank, Mercury, Novo, Relay, U.S. BankFour alternatives
American Express Business Checking, Found, Novo, RelayGrok 4.20Bank of America, Chase Business Bankingagainst: Wells FargoMercuryChangedagainst: Chase Business BankingBluevine, Mercury, Novo, Starling BankBluevine, Novoagainst: Chase Business Bankingno first choiceagainst: Bank of America, Capital One, Citibank, Lloyds, PNC Bank, Santander, TSB, Wells Fargo
Three alternatives
Brex, PNC Bank, RhoThree alternatives
Brex, Relay, RhoSeven alternatives
Airwallex, Brex, Chase Business Banking, Monzo, Relay, Revolut Business, TideTwo alternatives
Starling Bank, TideFour alternatives
Bank of America, Bluevine, Chase Business Banking, MercuryMistral SmallAxos Bank Basic Business Checking, PNC BankMercuryChangedRevolut BusinessBluevine, Wise Businessno first choiceagainst: Wise Business
Three alternatives
First Internet Bank, Revolut Business, Wise BusinessThree alternatives
Bluevine, Brex, RhoTwo alternatives
Airwallex, QontoDeepSeek V4 FlashBrexRhoChangedagainst: Brexno first choiceNBKCno first choiceagainst: Barclays, Bluevine, HSBC, Lloyds, Mercury, NatWest, Relay, Royal Bank of Scotland, The Co-operative Bank
Seven alternatives
Bank of America, Chase Business Banking, HSBC, Mercury, Relay, U.S. Bank, Wells FargoOne alternative
MercuryEight alternatives
Airwallex, Bank of America, Bluevine, Chase Business Banking, Mercury, Novo, Relay, U.S. BankFour alternatives
Axos Bank Basic Business Checking, Found, Mercury, U.S. BankLlama 4 Maverickno first choiceMercuryChangedno first choiceno first choiceno first choiceagainst: Credit One, Synchrony Bank, Tide, Wells Fargo
One alternative
BluevineQwen 3.7 FlashBluevineMercuryChangedChase Business BankingBluevineagainst: Chase Business Banking, Wells Fargono first choiceagainst: Citibank, Citizens Bank, Credit One, Relay, Synchrony Bank, Wells Fargo
Three alternatives
Airwallex, Chase Business Banking, RelayThree alternatives
Aspiration, Relay, RhoThree alternatives
Bank of America, Bluevine, NovoFive alternatives
Airwallex, American Express Business Checking, Mercury, Relay, Wise BusinessKimi K2Chase Business Banking, MercuryMercuryChangedno first choiceBluevine, NBKC, Starling Bankno first choiceagainst: Bank of America, Bluevine, Capital One, Chase Business Banking, Citibank, Credit One, Fifth Third Bank, Relay, U.S. Bank, Wells Fargo
Two alternatives
Brex, First Internet BankFour alternatives
Brex, Centime, HighRadius, RampSix alternatives
Bank of America, Bluevine, Chase Business Banking, Mercury, Relay, Wells FargoTwo alternatives
Found, MercuryGLM 4.7 FlashXChase Business BankingBluevineChangedno first choiceNBKCno first choiceagainst: Bank of America, Chase Business Banking, NatWest, RBC, Relay, Santander
Three alternatives
Airwallex, Qonto, Wise BusinessFour alternatives
Brex, Column, Mercury, RelayFour alternatives
Bluevine, Mercury, Novo, RelayMiniMax M2.5Chase Business Bankingno first choiceChangedno first choiceBluevineno first choicenothing named
Nine alternatives
Airwallex, Bank of America, Barclays, HSBC, Mercury, NatWest, Rho, Silicon Valley Bank, Wells FargoFive alternatives
Found, Huntington Business Checking 100, Mercury, Relay, U.S. BankBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:53 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:49 | yes | 5 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:47 | yes | 20 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:05 | yes | 18 | 8 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:08 | yes | 32 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:04 | yes | 21 | 34 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:21 | yes | 29 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:03 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:05 | yes | 8 | 43 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:06 | yes | 13 | 47 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:37 | yes | 27 | 86 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:25 | yes | 9 | 31 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:20 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:34 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:25 | yes | 20 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:28 | yes | 17 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:22 | yes | 27 | 14 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:14 | yes | 16 | 11 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:17 | yes | 25 | 49 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:22 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:09 | yes | 14 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:25 | yes | 15 | 49 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:37 | yes | 29 | 54 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:29 | yes | 17 | 94 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:56 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:42 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:32 | yes | 12 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:29 | yes | 20 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:37 | yes | 27 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:48 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:41 | yes | 10 | 15 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:59 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:46 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:48 | yes | 10 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:08 | no | 0 | 33 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:35 | yes | 9 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:18 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:02 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:03 | yes | 9 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 17:53 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:05 | yes | 24 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:02 | yes | 9 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:07 | yes | 7 | 10 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:00 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:01 | yes | 14 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:54 | yes | 15 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:47 | yes | 16 | 98 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:44 | yes | 12 | 38 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:25 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:57 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:21 | no | 0 | 12 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:25 | yes | 20 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:31 | yes | 15 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:20 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:08 | yes | 10 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:32 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:18 | yes | 9 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:29 | yes | 15 | 39 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:18 | yes | 14 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:07 | no | 0 | 6 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:09 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:37 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:55 | yes | 20 | 52 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:48 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:33 | yes | 41 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:02 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:34 | yes | 28 | 69 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:42 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:05 | yes | 5 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:59 | yes | 15 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:22 | yes | 27 | 79 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:12 | no | 0 | 7 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHide
Claude Haiku 4.5
2 of 3 flipped
GPT-5.4 mini
3 of 4 flipped
Gemini 3.5 Flash
4 of 4 flipped
Perplexity Sonar
2 of 4 flipped
Grok 4.20
4 of 5 flipped
Mistral Small
2 of 4 flipped
DeepSeek V4 Flash
5 of 5 flipped
Llama 4 Maverick
2 of 2 flipped
Qwen 3.7 Flash
5 of 5 flipped
Kimi K2
3 of 3 flipped
GLM 4.7 FlashX
4 of 4 flipped
MiniMax M2.5
3 of 3 flipped
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
American Express read as American Express Business Checking
Axos read as Axos Bank Basic Business Checking
Axos Bank read as Axos Bank Basic Business Checking
Axos Bank Business Interest Checking read as Axos Bank Basic Business Checking
Axos Business Interest read as Axos Bank Basic Business Checking
Axos Business Premium Savings Account read as Axos Bank Basic Business Checking
Bank of America Business Advantage read as Bank of America
Chase read as Chase Business Banking
Chase Business read as Chase Business Banking
Citi read as Citibank
Citi Business read as Citibank
Credit One Bank read as Credit One
Grasshopper Bank read as Grasshopper
J.P. Morgan read as Chase Business Banking
JPMorgan read as Chase Business Banking
JPMorgan Chase read as Chase Business Banking
Live Oak read as Live Oak Bank
Lloyds Bank read as Lloyds
NBKC Bank read as NBKC
Navy Federal read as Navy Federal Credit Union
PNC read as PNC Bank
Unresolved, counted raw
10x Banking
Alliant Credit Union
Allica
America First Credit Union
Column
Commerce Bank
FIS Modern Banking Platform
Finastra Essence
IntraFi (formerly ICS/CDARS)
Lemonio
Local Credit Unions
Metro Bank Business
NatWest Bankline
PenFed Credit Union
Royal Bank of Scotland (RBS)
TAB Bank's Business Checking Account
Virgin Money M
Zempler Business Go
Discontinued, still offered
No shut-down product was recommended here.