# Monarch Money: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/finance/vendors/monarch-money

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Spend management platforms](https://www.gane.ai/index/finance/spend/spend-management-platforms/index.md) | 0% | 72 | 100% | 1 |

## And against it

- "Unreliable bank syncing (especially international/CAD); poor customer support" (Grok 4.20, Spend management platfor)

## 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 | 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Monarch Money, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- ai.g2.com: 1
- apps.apple.com: 1
- capterra.co.za: 1
- capterra.com: 1
- cashjot.com: 1
- g2.com: 1
- money.usnews.com: 1
- paymentreview.com: 1
- play.google.com: 1
- selecthub.com: 1

### Pages cited

- https://ai.g2.com/product/coupa-software-coupa: 1
- https://apps.apple.com/us/app/1114962353: 1
- https://apps.apple.com/us/app/spendesk/id1189271166: 1
- https://capterra.co.za/software/115928/coupa: 1
- https://capterra.com/p/115928/Coupa/reviews: 1
- https://capterra.com/p/157515/Spendesk/reviews: 1
- https://capterra.com/p/166905/Divvy/reviews: 1
- https://capterra.com/p/97594/Expensify/reviews: 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.
