# Moss: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 7 judge labels across 2 categories by 5 of 14 models. Page: https://www.gane.ai/index/finance/vendors/moss

## 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% | 23 | 17% | 6 |
| [Expense management](https://www.gane.ai/index/finance/spend/expense-management/index.md) | 0% | 36 | 0% | 1 |

## What the models said for it

- "Moss (free tier for DACH teams)" (GLM 4.7 FlashX, Spend management platfor)
- "Moss (4.9/5)" (DeepSeek V4 Flash, Spend management platfor)

## And against it

- "some Moss tiers may require custom quotes, making implementation, transaction, and support costs difficult to forecast" (Perplexity Sonar, 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 | 1 | 1 | 2 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
| 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 Moss, from 14 of the 14 answers that named it (only the models that return a source list).

### Domains cited

- bill.com: 6
- mindsprint.com: 6
- money.co.uk: 6
- resources.rework.com: 6
- tech.co: 5
- precoro.com: 4
- softwareadvice.com: 4
- spendesk.com: 4
- albato.com: 3
- capterra.com: 3

### Pages cited

- https://mindsprint.com/resources/blogs/spend-management-software: 6
- https://money.co.uk/business/expense-management-software: 6
- https://resources.rework.com/tools/spend-expense/best-spend-management-software-2026: 6
- https://bill.com/blog/best-spend-management-software: 5
- https://tech.co/accounting-software/best-expense-management-software: 5
- https://softwareadvice.com/scm/spend-management-comparison: 4
- https://albato.com/blog/publications/best-expense-management-software: 3
- https://capterra.com/spend-management-software: 3

## 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.