Corporate cards for small business buyers
Asked as “corporate card program”, and as “business credit card with spend controls”, on behalf of a small B2B company. 42 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
74%
Clear leader
74Ramp07BILL Spend & Expense07Capital One Spark Cash Plus12others
74% of first choices, clear leader.
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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All fifteen head-to-head pages: the top six products, each against each
Ramp vs Rippling SpendRamp vs American Express Corporate CardBILL Spend & Expense vs BrexBILL Spend & Expense vs AirbaseBILL Spend & Expense vs Rippling SpendBILL Spend & Expense vs American Express Corporate CardBrex vs AirbaseBrex vs Rippling SpendBrex vs American Express Corporate CardAirbase vs Rippling SpendAirbase vs American Express Corporate CardRippling Spend vs American Express Corporate Card
One product takes 74% of first choices here, so the chart would put five markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Seven of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Llama 4 Maverick, Qwen 3.7 Flash and Kimi K2 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.
Brex23%
13 of 56 labels negative · 9 of 12 models · 2 hard negative
“If you are a traditional or bootstrapped small business, avoid fintech platforms built heavily around venture-capital-funded models.” Gemini 3.5 Flash, negative prompt
American Express Corporate Card26%
5 of 19 labels negative · 5 of 12 models · 1 hard negative
“Avoid "Traditional" Bank Cards: Most major banks (Chase, Amex, Capital One) charge annual fees” Qwen 3.7 Flash, budget prompt
Ramp7%
4 of 60 labels negative · 4 of 12 models
“Some newer SaaS corporate card programs (like Ramp) require businesses to maintain substantial cash balances in a U.S. bank account, which may not be feasible for all small businesses.” Mistral Small, negative prompt
WEX100%
3 of 3 labels negative · 3 of 12 models · 3 hard negative
“WEX: Currently holding very low ratings (e.g., ~1.4/5 stars on Trustpilot), users frequently cite frustration with inaccessible customer service” Qwen 3.7 Flash, negative 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
65 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. 1010 links across 207 sites, every framing counted. Ranked by the number of answers carrying the site or page.
43 answers · 79 citations · 10 models
vendor site · Rippling33 answers · 53 citations · 10 models
32 answers · 47 citations · 10 models
vendor site · Ramp31 answers · 66 citations · 11 models
vendor site · Brex26 answers · 47 citations · 8 models
21 answers · 21 citations · 9 models
vendor site · Airwallex20 answers · 21 citations · 8 models
vendor site · Expensify20 answers · 21 citations · 11 models
17 answers · 20 citations · 10 models
16 answers · 21 citations · 8 models
vendor site · Payhawk16 answers · 16 citations · 9 models
vendor site · ITILITE15 answers · 16 citations · 7 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.
30 answers · 10 models
21 answers · 9 models
20 answers · 8 models
18 answers · 7 models
18 answers · 10 models
15 answers · 7 models
15 answers · 8 models
15 answers · 7 models
15 answers · 9 models
14 answers · 6 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 corporate card program”, “corporate card program”, “corporate card programs”. 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 |
|---|---|---|---|---|---|---|---|---|
| Ramp ramp.com | 74% | 916 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | 2 |
| BILL bill.com BILL Spend & Expense 7% | 7% | 331 | 2,740,000 | 1,063,001 | 1,783,039 company | $199,231 | 119 | |
| Capital One Spark capitalone.com Capital One Spark Cash Plus 7%, Capital One Business Cards 0%, Capital One Spark 1% Classic 0%, Capital One Spark Cash Select 0% and 1 more | 7% | 9 | 2,400 | 12 | 22,535,395 company | $64,353 | 99 | |
| Airwallex airwallex.com | 5% | 260 | 27,100 | 416 | 420,414 | $56,832 | 45 | 2 |
| Brex brex.com | 2% | 524 | 60,500 | 1,190 | 328,914 | $12,238 | 81 | 1 |
| Chase chase.com Chase Ink Business Unlimited 2%, Chase Ink Business Preferred 0%, Chase Ink Business Cash 0% | 2% | 6 | 6,120,000 | 327,918 | 52,427,131 company | $69,752 | 119 | |
| U.S. Bank Triple Cash Rewards Visa® Business Card usbank.com | 2% | 21,547,254 | $38,387 | 52 | 4 | |||
| Rho rho.co | 0% | 152 | 74,000 | 7,366 | 182,562 | $416 | 2 | |
| Mercury mercury.com | 0% | 182 | 368,000 | 130,988 | 301,244 | $284,811 | 25 | |
| Rippling rippling.com Rippling Spend 0% | 0% | 124 | 301,000 | 17,886 | 712,399 company | $42,013 | 115 |
Google's top ten for the three searches hold 20 sites; 5 of them are among the sites the models cited here (airwallex.com, brex.com, ramp.com, reddit.com, use.expensify.com). The first result for “best corporate card program” is brex.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 corporate card program for a small B2B company?”Paraphrase“Which business credit card with spend controls would you recommend to a small business that sells to other businesses?”Comparative“What are the top corporate card programs for a small team and how do they differ?”Budget-constrained“What is the best corporate card program for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a corporate card program. What should we look at?”Negative“Which corporate card programs should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceBrex, RampChangedRampagainst: BrexBILL Spend & Expenseno first choiceagainst: Brex
One alternative
U.S. Bank Triple Cash Rewards Visa® Business CardThree alternatives
Airwallex, Rho, Rippling SpendThree alternatives
American Express Blue Business Cash, Chase Ink Business Unlimited, RampGPT-5.4 miniRampCapital One Spark Cash PlusChangedRampRampagainst: Amex Corporate Platinum, Corporate Gold Card, Corporate Green Cardno first choiceagainst: American Express Corporate Card, Stripe Corporate Card
Three alternatives
American Express Corporate Card, Brex, ExpensifyTwo alternatives
Brex, RampThree alternatives
Airbase, American Express Business cards, BrexOne alternative
American Express Corporate Purchasing CardGemini 3.5 FlashRampRampHeldRampBILL Spend & Expense, Rampagainst: BrexRampagainst: American Express Corporate Card, Chaseagainst: American Express Business Platinum, Brex, Capital One Spark, Ramp
Five alternatives
Airwallex, American Express Business Gold, BILL Spend & Expense, Brex, Chase Ink Business PreferredThree alternatives
Airwallex, BILL Spend & Expense, BrexFive alternatives
Airwallex, American Express Corporate Card, BILL Spend & Expense, Brex, Chase InkTwo alternatives
American Express Blue Business Cash, Chase Ink Business UnlimitedThree alternatives
Airwallex, BILL Spend & Expense, Wise BusinessPerplexity SonarRampRampHeldRampU.S. Bank Triple Cash Rewards Visa® Business Cardagainst: Brexno first choicenothing named
Four alternatives
Airwallex, American Express Corporate Card, BILL Spend & Expense, BrexOne alternative
Capital on TapFour alternatives
BILL Spend & Expense, Brex, Rho, Rippling SpendThree alternatives
Chase Ink Business Unlimited, Ramp, Rippling SpendGrok 4.20RampRampHeldBILL Spend & Expense, Rampagainst: American Express Business Gold, BrexRampagainst: BrexRampagainst: American Express Corporate Card, J.P. Morgan Commercial Cardsagainst: AXIS, American Express Blue Business Plus, Amex Corporate Platinum, Brex, Capital One Spark Cash Plus, Chase Ink, Corpay, HDFC, ICICI, Ramp, WEX
Three alternatives
BILL Spend & Expense, Brex, RhoThree alternatives
BILL Spend & Expense, Brex, Capital One Spark Cash PlusOne alternative
RhoThree alternatives
BILL Spend & Expense, Chase Ink Business Unlimited, RhoThree alternatives
BILL Spend & Expense, Brex, RhoMistral SmallRampRampHeldRampRampno first choiceagainst: Brex, Ramp
Two alternatives
Brex, MercuryOne alternative
BrexFive alternatives
BILL Spend & Expense, Brex, Expensify, Rho, Rippling SpendOne alternative
BILL Spend & ExpenseDeepSeek V4 FlashRampRampHeldagainst: American Express Blue Business PlusRampRampRampagainst: American Express Corporate Card, Chase Inkagainst: American Express Business Platinum, Bank of America Business Advantage, Brex, Capital One Spark Cash Plus, CorTrust Bank Visa Business Credit Card, First PREMIER Bank, Ramp, U.S. Bank business cards
Two alternatives
BILL Spend & Expense, BrexThree alternatives
BILL Spend & Expense, Brex, Chase Ink Business PreferredFive alternatives
BILL Spend & Expense, Brex, Mercury, Navan, RhoTwo alternatives
BILL Spend & Expense, Chase Ink Business CashThree alternatives
BILL Spend & Expense, Brex, Rippling SpendLlama 4 MaverickRampBILL Spend & ExpenseChangedRampRampno first choicenothing named
Four alternatives
Airwallex, BILL Spend & Expense, Brex, RhoTwo alternatives
BILL Spend & Expense, ExpensifyQwen 3.7 FlashRampCapital One Spark Cash PlusChangedRampRampagainst: American Express Corporate Card, Brex, Capital One, Chaseno first choiceagainst: Citi Commercial Cards, Corpay, WEX, Wells Fargo
Three alternatives
Airwallex, American Express Corporate Card, BrexTwo alternatives
American Express Corporate Card, BrexTwo alternatives
BILL Spend & Expense, BrexOne alternative
BILL Spend & ExpenseKimi K2RampCapital One Spark Cash PlusChangedRampRampRampagainst: American Express Business Gold, Brex, Capital One Spark Cash Plus
Two alternatives
Brex, MercuryFive alternatives
American Express Business Gold, Brex, Chase Ink Business Preferred, Mercury, RampThree alternatives
BILL Spend & Expense, Brex, RhoTwo alternatives
BILL Spend & Expense, BrexTwo alternatives
Brex, MercuryGLM 4.7 FlashXRampRampHeldRampAirwallexagainst: Brexno first choiceagainst: Atlantica, Bread, Citi Commercial Cards, Credit One, First Progress, Indigo Card, J.P. Morgan Commercial Cards, Luxury Card, Mission Lane, OpenSky, Petal, Premier Bank, Synchrony, WEX
Two alternatives
American Express Corporate Card, BrexTwo alternatives
Brex, MercuryFive alternatives
Airwallex, American Express Corporate Card, BILL Spend & Expense, Brex, RhoThree alternatives
BILL Spend & Expense, Ramp, RhoMiniMax M2.5RampRampHeldRampAirwallex, Chase Ink Business Unlimitedno first choicenothing named
Two alternatives
Brex, Capital One Spark MilesThree alternatives
American Express Business Platinum, Brex, Capital One Spark Cash PlusThree alternatives
Airbase, BILL Spend & Expense, BrexThree alternatives
American Express Blue Business Plus, Capital One Spark 1% Classic, RampBold 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 18:47 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:29 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:17 | yes | 16 | 54 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:45 | yes | 20 | 5 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 17:53 | yes | 45 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:22 | yes | 14 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:03 | yes | 30 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:58 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:54 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:38 | yes | 13 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:48 | yes | 19 | 82 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:22 | no | 0 | 58 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:41 | yes | 18 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:44 | yes | 5 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:28 | yes | 19 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 18:57 | yes | 20 | 5 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 19:05 | yes | 30 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:02 | yes | 17 | 10 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:57 | yes | 27 | 40 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:01 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:44 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:10 | yes | 18 | 51 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:17 | yes | 25 | 170 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:55 | yes | 9 | 45 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:11 | yes | 15 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:13 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:58 | yes | 10 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:05 | yes | 20 | 9 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 20:20 | yes | 43 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:36 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:17 | yes | 24 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:24 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:51 | yes | 14 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:57 | yes | 10 | 58 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:59 | yes | 10 | 57 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:01 | yes | 5 | 18 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:38 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:04 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:57 | yes | 12 | 56 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:33 | yes | 20 | 5 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 20:37 | yes | 29 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:48 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:03 | yes | 30 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:46 | yes | 6 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:18 | yes | 10 | 31 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:37 | yes | 13 | 34 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:10 | yes | 9 | 19 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:29 | yes | 8 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:55 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:30 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:36 | yes | 13 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:08 | yes | 20 | 8 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 20:10 | yes | 13 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:58 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:14 | yes | 10 | 18 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:50 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:07 | yes | 5 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:11 | yes | 15 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:25 | yes | 15 | 34 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:51 | yes | 5 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:41 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:58 | yes | 5 | 10 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:00 | yes | 20 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:46 | yes | 20 | 8 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 19:26 | yes | 41 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:04 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:09 | yes | 29 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:29 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:06 | yes | 10 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:26 | yes | 30 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:57 | yes | 26 | 107 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:29 | yes | 24 | 32 s |
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 Corporate Card
American Express (Amex) read as American Express Corporate Card
American Express Business read as American Express Corporate Card
American Express Business Platinum Card read as American Express Business Platinum
Amex read as American Express Corporate Card
Amex Business read as American Express Corporate Card
Citi read as Citi Commercial Cards
Divvy read as BILL Spend & Expense
Divvy (BILL Spend & Expense) read as BILL Spend & Expense
JPMorgan read as J.P. Morgan Commercial Cards
JPMorgan Chase read as J.P. Morgan Commercial Cards
Rippling read as Rippling Spend
Stripe read as Stripe Corporate Card
Unresolved, counted raw
AXIS
Bread (formerly Comenity)
Capital on Tap
Corporate Gold Card
Corporate Green Card
Expensify Visa Commercial Card
First PREMIER Bank
First Progress
HDFC
ICICI
Slash Platinum Visa® Card
U.S. Bank business cards
US Bank Leverage Business Credit Card
Discontinued, still offered
No shut-down product was recommended here.