# Napier: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/finance/vendors/napier

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AML and transaction monitoring](https://www.gane.ai/index/finance/tax/aml-and-transaction-monitoring/index.md) | 0% | 25 | 0% | 5 |

## What the models said for it

- "Prioritize: Proven enterprise-light or modern mid-market platforms ... (e.g., Feedzai, Napier, WorkFusion, SymphonyAI NetReveal" (Gemini 3.5 Flash, AML monitoring)
- "Napier for AI for Financial Crime Compliance" (Muse Glimmer 30B, AML monitoring)
- "Move to a unified platform like Napier" (MiniMax M2.5, AML monitoring)

## 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 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Napier, from 5 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- amlwatcher.com: 3
- salv.com: 3
- capterra.com: 2
- complyadvantage.com: 2
- fintechspecs.com: 2
- flagright.com: 2
- g2.com: 2
- sphinxhq.com: 2
- airframe.ai: 1
- alessa.com: 1

### Pages cited

- https://salv.com/blog/best-aml-software: 3
- https://amlwatcher.com/blog/aml-software-vendors: 2
- https://fintechspecs.com/blog/unit21-alternatives-fraud-monitoring-case-management-platforms: 2
- https://sphinxhq.com/blog-posts/best-aml-software: 2
- https://airframe.ai/product/niceactimize-com/analysis: 1
- https://alessa.com/blog/top-10-transaction-monitoring-software-solutions: 1
- https://amlwatcher.com/buyer-guide/aml-software-uk/aml-technology-evaluation: 1
- https://azakaw.com/blog/best-aml-compliance-software-fintechs: 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.