# Corporate cards for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "corporate card program" and as "business credit card with spend controls", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/finance/spend/corporate-cards/enterprise

**Standing:** Ramp leads with 52% of first choices; verdict clear leader. 54 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Ramp](https://www.gane.ai/index/finance/vendors/ramp/index.md) | 52% | 9% | 64 |
| 2 | [Brex](https://www.gane.ai/index/finance/vendors/brex/index.md) | 13% | 18% | 57 |
| 3 | [Rho](https://www.gane.ai/index/finance/vendors/rho/index.md) | 7% | 8% | 26 |
| 6 | [American Express Corporate Card](https://www.gane.ai/index/finance/vendors/american-express-corporate-card/index.md) | 2% | 21% | 38 |
| 7 | [Rippling Spend](https://www.gane.ai/index/finance/vendors/rippling-spend/index.md) | 2% | 8% | 25 |
| 8 | [Airwallex](https://www.gane.ai/index/finance/vendors/airwallex/index.md) | 2% | 0% | 14 |
| 9 | [Navan](https://www.gane.ai/index/finance/vendors/navan/index.md) | 2% | 17% | 12 |
| 10 | [Airbase](https://www.gane.ai/index/finance/vendors/airbase/index.md) | 2% | 10% | 10 |
| 17 | [BILL Spend & Expense](https://www.gane.ai/index/finance/vendors/bill-spend-expense/index.md) | 0% | 24% | 25 |
| 18 | [J.P. Morgan Commercial Cards](https://www.gane.ai/index/finance/vendors/j-p-morgan-commercial-cards/index.md) | 0% | 14% | 14 |
| 19 | [Citi Commercial Cards](https://www.gane.ai/index/finance/vendors/citi-commercial-cards/index.md) | 0% | 0% | 10 |
| 22 | [SAP Concur](https://www.gane.ai/index/finance/vendors/sap-concur/index.md) | 0% | 30% | 10 |

Rank is by share of first choices among all 84 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Ramp; alternatives American Express Corporate Card, Brex, SAP Concur
- Gemini 3.5 Flash: Ramp; alternatives American Express Corporate Card, Bank Commercial Cards, Brex, Corpay
- Perplexity Sonar: Ramp; alternatives Airwallex, Brex, Payhawk, SAP Concur
- Grok 4.20: Ramp; alternatives Airwallex, BILL Spend & Expense, Brex, Corpay
- Mistral Small: Brex, Rippling Spend; alternatives BILL Spend & Expense, Ramp
- DeepSeek V4 Flash: Brex, Ramp; alternatives Amex Corporate Platinum, Rho, Rippling Spend
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Ramp; alternatives American Express Corporate Card, Brex, Rho, Rippling Spend
- Kimi K2: Ramp; alternatives Brex, Navan, Payhawk
- GLM 4.7 FlashX: Ramp; alternatives American Express Corporate Card, Bank of America Corporate Cards, Brex, J.P. Morgan Commercial Cards
- MiniMax M2.5: Brex, Ramp; alternatives JPMorgan Commercial Card, Mercury, Rippling Spend
- GPT-6 Luna: Ramp; alternatives American Express Corporate Card, Brex, J.P. Morgan Commercial Cards
- Muse Glimmer 30B: Ramp; alternatives American Express Corporate Card, Brex

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- brex.com: 45 answers, 98 citations
- ramp.com: 44 answers, 83 citations
- rippling.com: 30 answers, 32 citations
- americanexpress.com: 29 answers, 67 citations
- nerdwallet.com: 25 answers, 25 citations
- rho.co: 23 answers, 44 citations
- airwallex.com: 21 answers, 30 citations
- jpmorgan.com: 20 answers, 27 citations

Pages named in the most answers:

- https://ramp.com/corporate-cards (24 answers)
- https://airwallex.com/en-us/blog/compare-corporate-business-cards (20 answers)
- https://nerdwallet.com/business/credit-cards/best/corporate (18 answers)
- https://ofx.com/en-us/blog/best-corporate-card (17 answers)
- https://techrepublic.com/article/best-corporate-cards (17 answers)
- https://americanexpress.com/en-us/business/corporate (16 answers)
- https://fitsmallbusiness.com/best-corporate-cards (16 answers)
- https://rho.co/blog/best-corporate-cards (15 answers)
- https://merchantmaverick.com/the-best-corporate-credit-cards (14 answers)
- https://cnbc.com/select/best-corporate-credit-cards (13 answers)

## Warned against

- American Express Corporate Card: 8 of 38 labels negative. "Legacy card programs with limited digital controls (e.g., traditional Amex Corporate, older bank-issued Visa/MC) Caution level: High for modern enterprises" (DeepSeek V4 Flash, negative prompt)
- Brex: 10 of 57 labels negative. "Why cautious/avoid for large enterprises: Originally built for venture-backed startups with high revenue thresholds but lighter compliance." (Grok 4.20, negative prompt)
- Bank of America: 6 of 7 labels negative. "While big banks (like Bank of America or Wells Fargo) are reliable for banking, their proprietary corporate card platforms are often considered outdated" (Qwen 3.7 Flash, negative prompt)
- Ramp: 6 of 64 labels negative. "Why cautious/avoid as primary program: ... it's charge-card only (full monthly payoff required, limiting flexibility for cash flow in large ops)" (Grok 4.20, negative prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: Ramp at 52%.

- Ramp: 34% to 52%, +18. Cleared the floor by 8 points · rank 1 of 84, unchanged.
- American Express Corporate Card: 12% to 2%, −10. Cleared the floor by 0 points · rank 3 → 6 of 84.
- Rho: 0% to 7%, +7. Inside the floor by 3 points · rank 22 → 3 of 84.
- Corpay: 7% to 0%, −7. Inside the floor by 3 points · rank 4 → 21 of 84.
- J.P. Morgan Commercial Cards: 4% to 0%, −4. Inside the floor by 6 points · rank 5 → 18 of 84.
- Brex: 16% to 13%, −3. Inside the floor by 7 points · rank 2 of 84, unchanged.
- Airwallex: 0% to 2%, +2. Inside the floor by 8 points · rank 21 → 8 of 84.
- BILL Spend & Expense: 2% to 0%, −2. Inside the floor by 8 points · rank 7 → 17 of 84.
- Rippling Spend: 2% to 2%, ±0. Inside the floor by 10 points · rank 9 → 7 of 84.
- Navan: 2% to 2%, ±0. Inside the floor by 10 points · rank 8 → 9 of 84.
- Airbase: 2% to 2%, ±0. Inside the floor by 10 points · rank 10 of 84, unchanged.
- Citi Commercial Cards: 0% to 0%, ±0. Inside the floor by 10 points · rank 20 → 19 of 84.

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.