# Coast Fuel Card: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/finance/vendors/coast-fuel-card

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Corporate cards](https://www.gane.ai/index/finance/spend/corporate-cards/index.md) | 0% | 70 | 50% | 2 |

## What the models said for it

- "Coast Fuel Card: Best for businesses with high fuel expenses" (Llama 4 Maverick, Corporate cards)

## And against it

- "Specialized for high fuel/vehicle expenses; not a general corporate card." (Grok 4.20, Corporate cards)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Coast Fuel Card, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- airwallex.com: 2
- fitsmallbusiness.com: 2
- ramp.com: 2
- techrepublic.com: 2
- americanexpress.com: 1
- brex.com: 1
- business.bankofamerica.com: 1
- jpmorgan.com: 1
- merchantmaverick.com: 1
- nerdwallet.com: 1

### Pages cited

- https://airwallex.com/en-us/blog/compare-corporate-business-cards: 2
- https://fitsmallbusiness.com/best-corporate-cards: 2
- https://ramp.com/corporate-cards: 2
- https://techrepublic.com/article/best-corporate-cards: 2
- https://americanexpress.com/us/credit-cards/business/business-credit-cards/compare-credit-cards/best-business-credit-cards: 1
- https://brex.com/spend-trends/corporate-credit-cards/corporate-credit-card-program: 1
- https://business.bankofamerica.com/en/credit-cards: 1
- https://jpmorgan.com/insights/treasury/cards-expense-management/choose-the-right-commercial-card: 1

## 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.