# Moss: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 5 judge labels across 2 categories by 4 of 14 models. Page: https://finance-ai-index.com/vendors/moss/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Spend management platforms | 0% | 16 | 0% | 4 |
| Expense management | 0% | 40 | 0% | 1 |

## What the models said for it

- "Moss if you need a more complete spend workflow and are okay with custom pricing" (GPT-5.4 mini, Spend management platfor)
- "Unified cards, invoices, and reimbursements with consistent policy enforcement" (MiniMax M2.5, Spend management platfor)
- "Mesh Payments, Moss – For international/European operations" (Kimi K2, Spend management platfor)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Spend management platforms: 0% to 0%, ±0. New · not ranked in September 2026 · rank 16 of 46.
- Expense management: 0% to 0%, ±0. New · not ranked in September 2026 · rank 40 of 54.

## 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.