Corporate cards for enterprise buyers
Asked as “corporate card program”, and as “business credit card with spend controls”, on behalf of an enterprise B2B company. 41 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
51%
Clear leader
51Ramp15Brex10J.P. Morgan Commercial Cards24others
51% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product 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 enterprise.
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
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
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Ramp51%
Ramp51%02Brex15%
Brex15%03J.P. Morgan Commercial Cards10%
J.P. Morgan Commercial Cards10%04American Express Corporate Card7%
American Express Corporate Card7%05BILL Spend & Expense5%
BILL Spend & Expense5%06Airwallex2%
Airwallex2%07Rippling Spend2%
Rippling Spend2%08Citi Commercial Cards2%
Citi Commercial Cards2%09Rho2%
Rho2%10Navan0%
Navan0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, 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.
Brex13%
7 of 54 labels negative · 6 of 12 models · 2 hard negative
“Fintech Cards Geared Toward Startups/SMBs (e.g., Brex)...When to avoid: If you're beyond startup phase with thousands of employees/cards” Grok 4.20, negative prompt
American Express Corporate Card27%
9 of 33 labels negative · 5 of 12 models · 1 hard negative
“should scrutinize Amex specifically for high fees, rigid terms, and poor service” DeepSeek V4 Flash, negative prompt
Ramp7%
4 of 58 labels negative · 3 of 12 models
“Ramp and Brex underwrite off connected bank balances: $25,000 and $50,000 respectively, and dropping below either threshold can trigger an immediate spending lockout.” Claude Haiku 4.5, negative prompt
SAP Concur38%
3 of 8 labels negative · 3 of 12 models
“The Drawback: It largely relies on a "post-spend" model... policy violations are audited retrospectively rather than stopped at the point of sale.” Gemini 3.5 Flash, 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
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. 1127 links across 256 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Rippling49 answers · 77 citations · 11 models
vendor site · Airwallex39 answers · 57 citations · 10 models
vendor site · Navan34 answers · 55 citations · 11 models
33 answers · 43 citations · 10 models
vendor site · Ramp29 answers · 55 citations · 10 models
29 answers · 38 citations · 10 models
vendor site · Brex27 answers · 50 citations · 8 models
vendor site · BILL27 answers · 32 citations · 11 models
vendor site · Corpay25 answers · 37 citations · 10 models
22 answers · 22 citations · 8 models
vendor site · American Express17 answers · 42 citations · 8 models
15 answers · 15 citations · 9 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.
38 answers · 10 models
28 answers · 11 models
28 answers · 10 models
26 answers · 10 models
25 answers · 10 models
24 answers · 9 models
19 answers · 8 models
14 answers · 9 models
14 answers · 10 models
14 answers · 7 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 | 51% | 916 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | 2 |
| Brex brex.com | 15% | 524 | 60,500 | 1,190 | 328,914 | $12,238 | 81 | 1 |
| J.P. Morgan jpmorgan.com J.P. Morgan Commercial Cards 10% | 10% | 18 | 301,000 | 12,219 | 5,773,129 company | $27,414 | 120 | 7 |
| American Express americanexpress.com American Express Corporate Card 7% | 7% | 68 | 3,350,000 | 23,185 | 22,105,127 company | $20,307 | 119 | 3 |
| BILL bill.com BILL Spend & Expense 5% | 5% | 331 | 2,740,000 | 1,063,001 | 1,783,039 company | $199,231 | 119 | |
| Airwallex airwallex.com | 2% | 260 | 27,100 | 416 | 420,414 | $56,832 | 45 | 2 |
| Rippling rippling.com Rippling Spend 2% | 2% | 124 | 301,000 | 17,886 | 712,399 company | $42,013 | 115 | |
| Citi citigroup.com Citi Commercial Cards 2% | 2% | 13 | 823,000 | 3,567,783 | ||||
| Rho rho.co | 2% | 152 | 74,000 | 7,366 | 182,562 | $416 | 2 | |
| Capital One Business Cards capitalone.com | 2% | 22,535,395 | $64,353 | 99 |
Google's top ten for the three searches hold 20 sites; 5 of them are among the sites the models cited here (airwallex.com, americanexpress.com, brex.com, corpay.com, ramp.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 an enterprise B2B company?”Paraphrase“Which business credit card with spend controls would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade corporate card programs and how do they differ?”Budget-constrained“What is the best corporate card program for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a corporate card program. What should we look at?”Negative“Which corporate card programs should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceBrex, RampChangedno first choiceRampno first choiceagainst: American Express Corporate Card, BILL Spend & Expense, Brex, Ramp
Four alternatives
Airwallex, American Express Corporate Card, Brex, RampTwo alternatives
Airwallex, BILL Spend & ExpenseThree alternatives
Airwallex, BILL Spend & Expense, U.S. Bank Commercial Rewards CardGPT-5.4 miniAmerican Express Corporate Card, J.P. Morgan Commercial CardsJ.P. Morgan Commercial CardsChangedno first choiceRampno first choiceagainst: Brex
One alternative
American Express Corporate CardFive alternatives
Airbase, American Express Corporate Card, Brex, J.P. Morgan Commercial Cards, RampOne alternative
AirbaseGemini 3.5 FlashRampagainst: American Express Corporate CardBrexChangedagainst: American Express Corporate Card, SAP ConcurBrex, RampBILL Spend & ExpenseRampagainst: American Express Corporate Card, J.P. Morgan Commercial Cardsagainst: Mercury, Rho
Three alternatives
Airbase, Brex, NavanThree alternatives
Navan, Ramp, Rippling SpendFour alternatives
Airbase, American Express Corporate Card, Navan, Rippling SpendFour alternatives
Brex, Capital One, J.P. Morgan Commercial Cards, RampThree alternatives
Airbase, Brex, NavanPerplexity SonarRampRippling SpendChangedno first choiceRampno first choicenothing named
Four alternatives
Brex, Citi Commercial Cards, J.P. Morgan Commercial Cards, Rippling SpendTwo alternatives
Brex, RampFive alternatives
Airwallex, Citi Commercial Cards, J.P. Morgan Commercial Cards, Rippling Spend, U.S. Bank purchasing-card programsGrok 4.20American Express Corporate Card, J.P. Morgan Commercial CardsRampChangedagainst: American Express Corporate Card, BILL Spend & Expense, Citi Commercial Cardsno first choiceagainst: Airbase, Navan, Paylocity, Rho, Rippling SpendBILL Spend & Expenseagainst: Brex, RampBrex, Rampagainst: American Express Corporate Card, Bank of America, Brex, HDFC/ICICI/Axis
Three alternatives
BILL Spend & Expense, Brex, RampTwo alternatives
Brex, Rippling SpendFive alternatives
American Express Corporate Card, Brex, Citi Commercial Cards, J.P. Morgan Commercial Cards, RampFive alternatives
Airwallex, Amex Corporate Platinum, Citi Commercial Cards, J.P. Morgan Commercial Cards, RhoOne alternative
AirbaseMistral SmallBrex, RampRampChangedBrexAirwallex, Rampno first choicenothing named
One alternative
AirwallexTwo alternatives
BILL Spend & Expense, Rippling SpendSix alternatives
Airwallex, American Express Corporate Card, BILL Spend & Expense, Ramp, Rho, Rippling SpendThree alternatives
BILL Spend & Expense, Brex, RhoDeepSeek V4 FlashJ.P. Morgan Commercial CardsRampChangedno first choiceRampagainst: American Express Corporate Cardno first choiceagainst: American Express Corporate Card, Brex, Chase, Commonwealth Bank
Five alternatives
American Express Corporate Card, Brex, Citi Commercial Cards, Corpay, RampThree alternatives
American Express Corporate Card, Brex, Citi Commercial CardsSeven alternatives
American Express Global Commercial Pay, Brex, Citi Commercial Cards, J.P. Morgan Commercial Cards, Navan, Ramp, Rippling SpendOne alternative
BrexLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceno first choicenothing named
Qwen 3.7 FlashAmerican Express Corporate Card, RampRampChangedRampagainst: American Express Corporate Card, SAP ConcurCiti Commercial Cardsno first choicenothing named
Four alternatives
BILL Spend & Expense, Brex, Chase, Citi Commercial CardsThree alternatives
Brex, J.P. Morgan Commercial Cards, Rippling SpendThree alternatives
BILL Spend & Expense, Brex, NavanThree alternatives
American Express Corporate Card, BILL Spend & Expense, Stripe IssuingKimi K2RampRampHeldno first choiceCapital One Business Cardsagainst: Brex, Navanno first choicenothing named
Four alternatives
Amex Corporate Platinum, Brex, Navan, SAP ConcurThree alternatives
American Express Corporate Card, Brex, NavanSeven alternatives
American Express Corporate Card, Brex, Navan, Ramp, Rippling Spend, SAP Concur, Stripe Corporate CardTwo alternatives
American Express Corporate Card, RampGLM 4.7 FlashXRampBrexChangedAirwallexRampno first choiceagainst: Corpay
Five alternatives
Airwallex, Amex Corporate Platinum, BILL Spend & Expense, Brex, J.P. Morgan Commercial CardsTwo alternatives
Airwallex, RampFour alternatives
BILL Spend & Expense, Brex, Navan, RampTwo alternatives
American Express Corporate Card, BrexMiniMax M2.5Rampagainst: American Express Business PlatinumBrexChangedagainst: American Express Business Platinum, Capital One Spark Milesno first choiceRhoagainst: Emburse, Rampno first choiceagainst: Atlantica, Barclays, Brex, Capital One, Credit One, GE, Indigo Card, Luxury Card, Mission Lane, OpenSky, Petal, Premier Bank, Ramp, SAP Concur, SunTrust, TD Bank
Five alternatives
BILL Spend & Expense, Brex, Corpay, Payhawk, Rippling SpendOne alternative
RampTwo alternatives
Airwallex, BILL Spend & ExpenseBold 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 19:55 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:33 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:22 | yes | 22 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:22 | yes | 19 | 6 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 18:54 | yes | 29 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:58 | yes | 11 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:12 | yes | 21 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:58 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:51 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:54 | yes | 15 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:19 | yes | 14 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:12 | yes | 16 | 74 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:12 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:49 | yes | 2 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:59 | yes | 13 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:03 | yes | 20 | 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 19:34 | yes | 33 | 19 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:19 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:54 | yes | 30 | 108 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:18 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:44 | yes | 10 | 54 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:03 | yes | 27 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:07 | yes | 24 | 201 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:05 | no | 0 | 44 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:46 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:27 | yes | 3 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:55 | yes | 18 | 62 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 21:07 | yes | 20 | 12 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 18:01 | yes | 34 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:12 | yes | 7 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:51 | yes | 29 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:38 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:53 | yes | 20 | 51 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:56 | yes | 29 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:43 | yes | 25 | 56 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:13 | yes | 15 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:34 | yes | 14 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:11 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:40 | yes | 23 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 18:52 | yes | 18 | 8 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 18:49 | yes | 48 | 23 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:18 | yes | 14 | 12 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:49 | yes | 28 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:09 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:58 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:29 | yes | 24 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:51 | yes | 21 | 183 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:27 | yes | 19 | 77 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:56 | yes | 28 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:11 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:14 | yes | 5 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:40 | yes | 16 | 9 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 20:13 | yes | 14 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:49 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:23 | yes | 30 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:36 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:18 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:41 | yes | 19 | 63 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:09 | yes | 15 | 47 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:01 | yes | 22 | 37 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:58 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:01 | yes | 5 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:57 | yes | 18 | 54 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:35 | yes | 20 | 10 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 18:51 | yes | 22 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:48 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:42 | yes | 27 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:48 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:37 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:36 | yes | 29 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:28 | yes | 21 | 98 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:10 | yes | 23 | 89 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 Corporate Program) read as American Express Corporate Card
American Express (Amex Gilt Edge) read as American Express Corporate Card
American Express (Membership Rewards) read as American Express Corporate Card
American Express Corporate read as American Express Corporate Card
Amex read as American Express Corporate Card
BILL read as BILL Spend & Expense
BILL (formerly Divvy) read as BILL Spend & Expense
Citi read as Citi Commercial Cards
Citi (AAdvantage) read as Citi Commercial Cards
Citi (Business Edge / Purchasing Solutions) read as Citi Commercial Cards
Citi Commercial read as Citi Commercial Cards
Divvy read as BILL Spend & Expense
Divvy (BILL) read as BILL Spend & Expense
Divvy (Bill.com) read as BILL Spend & Expense
Divvy (by BILL) read as BILL Spend & Expense
Divvy (by Bill.com) read as BILL Spend & Expense
Divvy (now BILL Divvy) read as BILL Spend & Expense
J.P. Morgan read as J.P. Morgan Commercial Cards
J.P. Morgan (One Card) read as J.P. Morgan Commercial Cards
J.P. Morgan Chase read as J.P. Morgan Commercial Cards
JPMorgan read as J.P. Morgan Commercial Cards
JPMorgan Chase read as J.P. Morgan Commercial Cards
Rippling read as Rippling Spend
Unresolved, counted raw
American Express Global Commercial Pay (Amex)
American Express Global Corporate Payments
Commonwealth Bank
Float Corporate Card
GE (now Synchrony‑run)
HDFC/ICICI/Axis
SunTrust (now Truist)
U.S. Bank Commercial Cards
U.S. Bank purchasing-card programs
Visa Business Credit Card
Discontinued, still offered
No shut-down product was recommended here.