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

Finance AI Recommendation Index, October 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://finance-ai-index.com/spend/corporate-cards/enterprise/

**Standing:** Ramp leads with 34% of first choices; verdict contested. 56 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Ramp | 34% | 15% | 61 |
| 2 | Brex | 16% | 22% | 64 |
| 3 | American Express Corporate Card | 12% | 6% | 36 |
| 4 | Corpay | 7% | 6% | 18 |
| 5 | J.P. Morgan Commercial Cards | 4% | 0% | 16 |
| 6 | BILL Spend & Expense | 2% | 12% | 25 |
| 7 | Navan | 2% | 0% | 15 |
| 8 | Rippling Spend | 2% | 15% | 13 |
| 9 | Citi Commercial Cards | 0% | 7% | 15 |
| 10 | Airwallex | 0% | 9% | 11 |
| 11 | SAP Concur | 0% | 20% | 10 |

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

- Claude Haiku 4.5: Navan; alternatives Brex, Ramp, SAP Concur
- GPT-5.4 mini: Brex, Ramp; alternatives American Express Corporate Card, BILL Spend & Expense
- Gemini 3.5 Flash: Brex, Ramp; alternatives Airbase, American Express Corporate Card, Navan, SAP Concur
- Perplexity Sonar: Brex, Ramp; alternatives American Express Corporate Card, BILL Spend & Expense, U.S. Bank Commercial Rewards Card
- Grok 4.1 Fast: Ramp; alternatives American Express Corporate Card, Brex
- Mistral Small: Ramp; alternatives Brex, Corpay, Navan
- DeepSeek V4 Flash: Corpay Commercial Card; alternatives American Express Corporate Card, Ramp
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Ramp; alternatives American Express Corporate Card, Brex, Chase Ink Business Preferred
- Kimi K2: Coupa, Ramp; alternatives Brex, Emburse, SAP Concur
- GLM 4.7 FlashX: Corpay, J.P. Morgan Commercial Cards; alternatives Airwallex, American Express Corporate Card, Brex, Navan
- MiniMax M2.5: Corpay; alternatives Airwallex, American Express Corporate Card, Brex, J.P. Morgan Commercial Cards
- GPT-6 Luna: Ramp; alternatives American Express Corporate Card, Brex
- Muse Glimmer 30B: Corpay; alternatives American Express Corporate Card, Brex, Ramp, Rippling Spend

## Sources the answers cite

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

- brex.com: 57 answers, 118 citations
- ramp.com: 52 answers, 126 citations
- rippling.com: 50 answers, 75 citations
- corpay.com: 42 answers, 63 citations
- airwallex.com: 33 answers, 40 citations
- bill.com: 31 answers, 36 citations
- americanexpress.com: 29 answers, 64 citations
- navan.com: 29 answers, 34 citations

Pages named in the most answers:

- https://rippling.com/blog/best-commercial-credit-cards-business (35 answers)
- https://airwallex.com/en-us/blog/compare-corporate-business-cards (30 answers)
- https://bill.com/blog/best-corporate-credit-cards (25 answers)
- https://corpay.com/resources/blog/best-commercial-card (25 answers)
- https://aspireapp.com/us/blog/best-corporate-cards (22 answers)
- https://navan.com/blog/best-corporate-credit-cards (21 answers)
- https://cnbc.com/select/best-corporate-credit-cards (20 answers)
- https://nerdwallet.com/business/credit-cards/best/corporate (20 answers)
- https://wise.com/us/blog/best-corporate-credit-card-programs (17 answers)
- https://brex.com/product/credit-card (17 answers)

## Warned against

- Brex: 14 of 64 labels negative. "Random account shutdowns reported; historically favored venture-backed startups over bootstrapped businesses... Brex in particular has faced criticism for closing accounts unexpectedly." (Kimi K2, negative prompt)
- Ramp: 9 of 61 labels negative. "Several fintech providers (most notably Ramp and Brex) tie credit limits directly to the company's cash balance or investment portfolio." (Qwen 3.7 Flash, negative prompt)
- BILL Spend & Expense: 3 of 25 labels negative. "Pilot it carefully before making it your global, enterprise-wide standard." (GPT-6 Luna, negative prompt)
- Chase Ink: 3 of 4 labels negative. "Programs/Types to Avoid for Large Enterprises: ... Small Business or "Business" Credit Cards (e.g., Many Visa/Mastercard Small Biz Offerings from Banks like Chase Ink or Capital One Spark)" (Grok 4.1 Fast, negative prompt)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: Ramp at 34%.

- Ramp: 51% to 34%, −17. Cleared the floor by 7 points · rank 1 of 62, unchanged.
- Corpay: 0% to 6%, +6. Inside the floor by 4 points · rank 16 → 4 of 62.
- J.P. Morgan Commercial Cards: 10% to 4%, −6. Inside the floor by 4 points · rank 3 → 5 of 62.
- BILL Spend & Expense: 5% to 2%, −3. Inside the floor by 7 points · rank 5 → 7 of 62.
- American Express Corporate Card: 7% to 10%, +3. Inside the floor by 7 points · rank 4 → 3 of 62.
- Citi Commercial Cards: 2% to 0%, −2. Inside the floor by 8 points · rank 8 → 20 of 62.
- Airwallex: 2% to 0%, −2. Inside the floor by 8 points · rank 6 → 21 of 62.
- Rho: 2% to 0%, −2. Inside the floor by 8 points · rank 9 → 22 of 62.
- Navan: 0% to 2%, +2. Inside the floor by 8 points · rank 11 → 8 of 62.
- Brex: 15% to 16%, +1. Inside the floor by 9 points · rank 2 of 62, unchanged.
- Rippling Spend: 2% to 2%, ±0. Inside the floor by 10 points · rank 7 → 10 of 62.
- SAP Concur: 0% to 0%, ±0. Inside the floor by 10 points · rank 20 → 23 of 62.

## Record

- Method: https://finance-ai-index.com/methodology/
- Raw judge labels and full responses: https://finance-ai-index.com/data/
- License: CC BY 4.0. Cite as Finance AI Recommendation Index, October 2026 Edition, finance-ai-index.com.