# Mastercard: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 3 categories by 3 of 14 models. Page: https://www.gane.ai/index/finance/vendors/mastercard

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [B2B payment acceptance](https://www.gane.ai/index/finance/receivables/b2b-payment-acceptance/index.md) | 0% | 82 | 0% | 1 |
| [Cross-border payments and FX](https://www.gane.ai/index/finance/treasury/cross-border-payments-and-fx/index.md) | 0% | 50 | 0% | 1 |
| [Embedded payments platforms](https://www.gane.ai/index/finance/receivables/embedded-payments-platforms/index.md) | 0% | 82 | 0% | 1 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| 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 | 0 | 0 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Mastercard, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- emergenresearch.com: 4
- toolradar.com: 4
- bill.com: 3
- fortunebusinessinsights.com: 3
- serrala.com: 3
- coastalpay.com: 2
- linkedin.com: 2
- rho.co: 2
- rillion.com: 2
- sourceforge.net: 2

### Pages cited

- https://emergenresearch.com/blog/top-10-companies-by-competitive-position-in-the-global-b2b-payment-market: 4
- https://toolradar.com/guides/best-b2b-payment-platforms: 4
- https://fortunebusinessinsights.com/blog/top-b2b-payments-companies-11034: 3
- https://bill.com/blog/best-vendor-payment-systems: 2
- https://rho.co/blog/b2b-payment-solutions: 2
- https://rillion.com/blog/best-b2b-payment-platforms: 2
- https://serrala.com/blog/which-b2b-payment-solutions-are-available-for-enterprises: 2
- https://sourceforge.net/software/b2b-payment: 2

## In its own words

What Mastercard's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: A global technology company in the payments industry (https://mastercard.com/)
- For: people, businesses and governments worldwide (https://mastercard.com/)

## What it publishes

Every page mastercard.com exposes, read 2026-09-29: 1263 addresses. By kind, pages and the last 90 days:

- blog: 62 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 2 pages, 2 in the last 90 days, latest 2026-09-14
- conference or event: 1 pages, 1 in the last 90 days, latest 2026-09-30
- report or ebook: 16 pages, 13 in the last 90 days, latest 2026-09-14
- glossary or explainer: 36 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-30 conference or event: Mastercard Dublin Tech Hub Discovering Agentic AI https://careers.mastercard.com/us/en/event/6a8ffd1c41b49ecd36166d37/Mastercard-Dublin-Tech-Hub-Discovering-Agentic-AI
- Recent: 2026-09-14 report or ebook: Analyst Franchise Services https://careers.mastercard.com/us/en/job/R-287899/Analyst-Franchise-Services
- Recent: 2026-09-14 report or ebook: Analyst Marketing https://careers.mastercard.com/us/en/job/R-291331/Analyst-Marketing
- Recent: 2026-09-14 webinar or virtual event: Manager Product Management Payment Resiliency Stand In On Demand Decisioning https://careers.mastercard.com/us/en/job/R-288299/Manager-Product-Management-Payment-Resiliency-Stand-In-On-Demand-Decisioning
- Recent: 2026-09-14 report or ebook: Analyst Account Management Data Analysis https://careers.mastercard.com/us/en/job/R-287289/Analyst-Account-Management-Data-Analysis
- Recent: 2026-09-14 report or ebook: Analyst Account Management https://careers.mastercard.com/us/en/job/R-291149/Analyst-Account-Management

## 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.