Corporate cards
Asked as “corporate card program”, and as “business credit card with spend controls”, on behalf of a mid-market B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
52%
Clear leader
52Ramp19BILL Spend & Expense12Brex17others
52% of first choices, clear leader.
Since September 2026▼−21Since September 2026: 69% → 48%, −21 points. Past the 10-point floor: movement. Read over the models both editions asked.Ramp held the lead, −21 points on 69%, past the floor.
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.
Small business
Ramp68%Clear leader▼−9Since September 2026: 74% → 65%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketRamp52%Clear leader▼−21Since September 2026: 69% → 48%, −21 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageEnterpriseRamp34%Contested▼−17Since September 2026: 51% → 34%, −17 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →
Ramp68%Clear leader▼−9Since September 2026: 74% → 65%, −9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketRamp52%Clear leader▼−21Since September 2026: 69% → 48%, −21 points. Past the 10-point floor: movement. Read over the models both editions asked.This pageEnterpriseRamp34%Contested▼−17Since September 2026: 51% → 34%, −17 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Ramp52%11%64endorsed leader▼−21Since September 2026: 69% → 48%, −21 points. Past the 10-point floor: movement. Read over the models both editions asked.69% → 48%
Ramp52%11%64endorsed leader▼−21Since September 2026: 69% → 48%, −21 points. Past the 10-point floor: movement. Read over the models both editions asked.69% → 48%02
BILL Spend & Expense19%4%47accepted challenger▲+9Since September 2026: 12% → 21%, +9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 21%
BILL Spend & Expense19%4%47accepted challenger▲+9Since September 2026: 12% → 21%, +9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 21%03
Brex12%15%60accepted challenger▲+9Since September 2026: 5% → 13%, +9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 13%
Brex12%15%60accepted challenger▲+9Since September 2026: 5% → 13%, +9 points. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 13%04
Corpay7%0%11accepted challenger▲+3Since September 2026: 2% → 6%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 6%
Corpay7%0%11accepted challenger▲+3Since September 2026: 2% → 6%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 6%05
Airbase3%0%14accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 4%
Airbase3%0%14accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.5% → 4%06
Rippling Spend2%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
Rippling Spend2%0%10accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%Show the two products at 0%, ordered by negative rate
08
Chase0%45%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Chase0%45%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%07
American Express Corporate Card0%30%20criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
American Express Corporate Card0%30%20criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
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 fifteen head-to-head pages: the top six products, each against each
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Ramp52%
Ramp52%02BILL Spend & Expense19%
BILL Spend & Expense19%03Brex12%
Brex12%04Corpay7%
Corpay7%05Airbase3%
Airbase3%06Rippling Spend2%
Rippling Spend2%07American Express Corporate Card0%
American Express Corporate Card0%08Chase0%
Chase0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 and Muse Glimmer 30B 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.
Brex15%
9 of 60 labels negative · 7 of 14 models · 1 hard negative
“**Avoid**: - **Brex** (if you're small, international, or need stable limits — the Trustpilot reviews are brutal)” DeepSeek V4 Flash, negative prompt
American Express Corporate Card30%
6 of 20 labels negative · 6 of 14 models · 1 hard negative
“**Legacy Amex corporate cards** (for SMBs — the hidden fees and manual processes outweigh the travel perks)” DeepSeek V4 Flash, negative prompt
Ramp11%
7 of 64 labels negative · 5 of 14 models
“Ramp and Brex are strong for spend controls but "lack the managed service layer and vendor network depth that larger organizations need"” Muse Glimmer 30B, direct prompt
Chase45%
5 of 11 labels negative · 4 of 14 models
“Cards that require personal guarantees — Chase, Amex, Capital One, BofA, U.S. Bank — put your credit on the line.” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1067 links across 153 sites, every framing counted. Ranked by the number of answers carrying the site or page. 10 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Brex50 answers · 95 citations · 14 models
vendor site · Ramp45 answers · 124 citations · 13 models
vendor site · Rippling43 answers · 70 citations · 12 models
vendor site · BILL40 answers · 53 citations · 13 models
35 answers · 54 citations · 11 models
vendor site · Corpay29 answers · 43 citations · 11 models
vendor site · Airwallex27 answers · 30 citations · 11 models
26 answers · 26 citations · 10 models
vendor site · Navan23 answers · 25 citations · 12 models
20 answers · 25 citations · 10 models
19 answers · 23 citations · 10 models
19 answers · 20 citations · 10 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.
25 answers · 10 models
23 answers · 11 models
23 answers · 9 models
20 answers · 9 models
19 answers · 10 models
17 answers · 9 models
17 answers · 10 models
17 answers · 8 models
16 answers · 8 models
16 answers · 10 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 | 52% | 1042 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | 2 |
| BILL bill.com BILL Spend & Expense 19% | 19% | 342 | 2,740,000 | 1,063,001 | 1,783,039 company | $199,231 | 119 | |
| Brex brex.com | 12% | 640 | 60,500 | 1,190 | 328,914 | $12,238 | 81 | 1 |
| Corpay corpay.com | 7% | 44 | 14,800 | 531 | 25,659 | $4,482 | 12 | 9 |
| Airbase airbase.com | 3% | 158 | 14,800 | 577 | 5,429 | |||
| Rippling rippling.com Rippling Spend 2% | 2% | 95 | 301,000 | 17,886 | 712,399 company | $42,013 | 115 | |
| Airwallex airwallex.com | 2% | 308 | 27,100 | 416 | 420,414 | $56,832 | 45 | 2 |
| U.S. Bank Commercial Rewards usbank.com U.S. Bank Commercial Rewards Card 2% | 2% | 11 | 10 | 0 | 21,547,254 | $38,387 | 52 | 4 |
| Blue Business Cash™ Card from American Express | 2% | |||||||
| Navan navan.com | 0% | 306 | 110,000 | 1,342 | 175,958 | $2,716 | 120 |
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, corpay.com, ramp.com, wise.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 mid-market B2B company?”Paraphrase“Which business credit card with spend controls would you recommend to a mid-sized B2B company?”Comparative“What are the top corporate card programs and how do they differ?”Budget-constrained“What is the best corporate card program for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a corporate card program. What should we look at?”Negative“Which corporate card programs should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceRampChangedRampAirwallex, BILL Spend & Expenseagainst: Rampno first choiceagainst: Ramp
Five alternatives
Airbase, BILL Spend & Expense, Ramp, The BILL Divvy Card, Volopay CardTwo alternatives
BILL Spend & Expense, BrexFour alternatives
Amex Corporate Platinum, Aspire, BILL Spend & Expense, BrexOne alternative
Engine XGPT-5.4 miniRampRampHeldBrex, RampBILL Spend & Expense, Rampagainst: American Express Corporate Cardno first choicenothing named
Three alternatives
BILL Spend & Expense, Brex, Rippling FinanceTwo alternatives
BILL Spend & Expense, BrexSeven alternatives
Airbase, American Express Corporate Card, BILL Spend & Expense, Citi Commercial Cards, J.P. Morgan Commercial Cards, Paylocity, SAP ConcurGemini 3.5 FlashRampRampHeldagainst: American Express Corporate Card, ChaseRampRampagainst: BrexRampagainst: BILL Spend & Expense, Bank of America, Brex, Capital One Spark lines, Chase, Ramp, Wells Fargo
Three alternatives
Airbase, BILL Spend & Expense, BrexTwo alternatives
BILL Spend & Expense, BrexFour alternatives
American Express Corporate Card, BILL Spend & Expense, Brex, Navan, formerly TripActionsThree alternatives
American Express Blue Business Cash, BILL Spend & Expense, Chase Ink Business UnlimitedThree alternatives
American Express Corporate Card, Brex, Rippling SpendPerplexity SonarCorpay, RampBILL Spend & ExpenseChangedagainst: Capital One Spark Cash Plusno first choiceBILL Spend & Expenseno first choicenothing named
Three alternatives
BILL Spend & Expense, Navan, U.S. Bank Commercial Rewards CardOne alternative
BrexThree alternatives
Airwallex, Brex, RampGrok 4.1 FastRampagainst: Amex Corporate PlatinumRampHeldagainst: Traditionalno first choiceBILL Spend & Expense, Rampagainst: Amex Corporate Platinum, Brex, Chase InkBrex, Rampagainst: American Express Corporate Card, Capital One, Chase, Citi Commercial Cards, Cortrust Bank Visa Business, Marathon Platinum Rewards, Stripe Issuing
Four alternatives
BILL Spend & Expense, Brex, Corpay, PayhawkTwo alternatives
Brex, MercurySix alternatives
American Express Corporate Card, BILL Spend & Expense, Brex, Corpay, JPMorgan Corporate Card, RampOne alternative
AirwallexFour alternatives
Amex Corporate Platinum, Citi Commercial Cards, J.P. Morgan Commercial Cards, Rippling SpendMistral SmallAirbase, BrexBILL Spend & Expense, BrexChangedRampBILL Spend & Expenseno first choiceagainst: Amex Corporate Platinum, Brex, Ramp
Two alternatives
Corpay, RampOne alternative
Rippling SpendThree alternatives
American Express Business Platinum, BILL Spend & Expense, BrexDeepSeek V4 FlashRamp, Rippling SpendRampChangedRampBILL Spend & ExpenseRampagainst: American Express Corporate Card, Brex, Chase
Four alternatives
Airbase, BILL Spend & Expense, Brex, U.S. Bank Commercial Rewards CardThree alternatives
American Express Business Gold, Brex, Rippling SpendFive alternatives
American Express Corporate Card, BILL Spend & Expense, Brex, Chase Ink, MercuryTwo alternatives
Brex, RampThree alternatives
Airwallex, American Express Corporate Card, BrexLlama 4 Maverickno first choiceno first choiceHeldno first choiceBILL Spend & Expenseno first choicenothing named
Qwen 3.7 FlashU.S. Bank Commercial Rewards CardRampChangedRampBlue Business Cash™ Card from American Express, Rampagainst: Brex, Capital One Spark Cash Plus, Chase Ink Preferredno first choiceagainst: U.S. Bank Commercial Rewards Card
Three alternatives
BILL Spend & Expense, Rho, Rippling SpendTwo alternatives
American Express Business Gold, BILL Spend & ExpenseThree alternatives
Airwallex, American Express® Corporate Programs, BrexTwo alternatives
Airwallex, Capital One Spark Cash SelectKimi K2Rampagainst: American Express Business cardsRampHeldBrex, RampBILL Spend & Expense, RampBrex, Rampagainst: BILL Spend & Expense, Bill.comnothing named
Two alternatives
Brex, CorpayTwo alternatives
American Express Business Platinum, BrexThree alternatives
Amex Corporate Platinum, Mercury, RhoThree alternatives
Brex, Mercury, U.S. Bank Triple Cash Rewards Visa® Business CardThree alternatives
Airbase, American Express Corporate Card, Citi Commercial CardsGLM 4.7 FlashXAirbase, CorpayBrexChangedagainst: American Express Corporate Cardno first choiceRampno first choiceagainst: American Express Business Platinum, Amex Corporate Platinum
Three alternatives
Airwallex, American Express Business Platinum, RampOne alternative
RampFour alternatives
American Express Blue Business Cash, Brex, Navan, RhoMiniMax M2.5CorpayBrex, RampChangedCorpayBILL Spend & Expense, Brex, Rampagainst: American Express Business Platinumno first choicenothing named
Two alternatives
Airbase, RampOne alternative
AirbaseThree alternatives
American Express Business Platinum, Brex, RampOne alternative
Capital One Spark CashGPT-6 LunaRampRampHeldBrex, Rampagainst: SAP ConcurRampno first choiceagainst: Brex, Ramp
Two alternatives
BILL Spend & Expense, BrexTwo alternatives
Amex Corporate Purchasing Card, BrexFive alternatives
American Express Corporate Card, BILL Spend & Expense, J.P. Morgan Commercial Cards, Navan, Paylocity's AirbaseOne alternative
BILL Spend & ExpenseMuse Glimmer 30BCorpayagainst: American Express Business Platinum, Brex, RampRampChangedno first choiceRampno first choiceagainst: American Express Corporate Card, Bank of America, Brex, Capital One, Chase, Ramp, U.S. Bank
Two alternatives
Airbase, U.S. Bank Commercial Rewards CardTwo alternatives
American Express Business Gold, BrexSix alternatives
American Express – Amex Corporate, BILL Spend & Expense, Bank of America Corporate Card Solutions, Brex, Corpay Commercial Mastercard, RampFour alternatives
BILL Spend & Expense, Brex, Capital One Spark Cash Select, The Blue Business® Plus Credit Card from American ExpressBold 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. Full answer text is in the free responses file. Download the record
Eighty-four 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 | 2026-10-01 08:03 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:12 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:02 | yes | 13 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:16 | yes | 20 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:22 | yes | 25 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:10 | yes | 13 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:31 | yes | 21 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:24 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:47 | yes | 9 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:13 | yes | 13 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:24 | yes | 13 | 25 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:08 | yes | 7 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:00 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:53 | yes | 11 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:59 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:52 | yes | 3 | 8 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:53 | yes | 22 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:16 | yes | 21 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:50 | yes | 21 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:26 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:44 | yes | 20 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:50 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:02 | yes | 5 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:25 | yes | 19 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:17 | yes | 19 | 65 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:49 | yes | 19 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:02 | yes | 4 | 24 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:35 | yes | 13 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:20 | yes | 14 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:26 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:04 | yes | 22 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:23 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:31 | yes | 25 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:19 | yes | 17 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:16 | yes | 22 | 48 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:39 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:32 | yes | 9 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:21 | yes | 19 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:25 | yes | 23 | 253 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:13 | yes | 8 | 15 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:05 | yes | 8 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:51 | yes | 15 | 45 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:00 | yes | 9 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:51 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:52 | yes | 18 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:14 | yes | 21 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:45 | yes | 24 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:43 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:13 | yes | 20 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:49 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:02 | yes | 10 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:08 | yes | 14 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:20 | yes | 24 | 108 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:15 | no | 0 | 36 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:11 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:53 | yes | 24 | 48 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:15 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:33 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:16 | yes | 11 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:58 | yes | 20 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:18 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:22 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:46 | yes | 24 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:41 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:56 | yes | 10 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:37 | no | 0 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:16 | yes | 13 | 42 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:18 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:38 | yes | 2 | 29 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:46 | yes | 14 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:56 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:58 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:43 | yes | 19 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:21 | yes | 14 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:12 | yes | 24 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:53 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:51 | yes | 25 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:53 | yes | 8 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:01 | yes | 14 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:09 | yes | 21 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:13 | yes | 23 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:50 | yes | 5 | 16 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:04 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:13 | yes | 23 | 33 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) 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 Spend & Expense, formerly Divvy read as BILL Spend & Expense
Bill read as BILL Spend & Expense
Chase Ink Business Family read as Chase Ink
Citi read as Citi Commercial Cards
Divvy read as BILL Spend & Expense
Divvy (by BILL) read as BILL Spend & Expense
J.P. Morgan read as J.P. Morgan Commercial Cards
JPMorgan read as J.P. Morgan Commercial Cards
Rippling read as Rippling Spend
Stripe read as Stripe Corporate Card
Unresolved, counted raw
American Express – Amex Corporate
American Express® Corporate Programs
Amex Corporate Purchasing Card
Bank of America Corporate Card Solutions
Blue Business Cash™ Card from American Express
Capital One Spark Cash
Capital One Spark Family
Capital One Spark lines
Chase Ink Preferred
Corpay Commercial Mastercard
Cortrust Bank Visa Business
Engine X
JPMorgan Corporate Card
Marathon Platinum Rewards
Paylocity's Airbase
Rho Platinum
Stripe Issuing
The BILL Divvy Card
The Blue Business® Plus Credit Card from American Express
Traditional (e.g., Capital One Spark)
Volopay Card
Discontinued, still offered
No shut-down product was recommended here.