# Fluency: 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/it/vendors/fluency

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI SOC agents](https://www.gane.ai/index/it/security/ai-soc-agents/index.md) | 0% | 74 | 0% | 1 |

## 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 | 1 | 0 | 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 Fluency, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- blogs.fluencysecurity.com: 2
- aws.amazon.com: 1
- blumira.com: 1
- citadelsecops.com: 1
- cyber.gov.au: 1
- devsecops.puziol.com.br: 1
- exabeam.com: 1
- gane.ai/index: 1
- github.com: 1
- huntress.com: 1

### Pages cited

- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-buhh33r3q4oqq: 1
- https://blogs.fluencysecurity.com/ai-soc-comparison-beyond-the-label: 1
- https://blogs.fluencysecurity.com/siem-for-smbs: 1
- https://blumira.com/blog/siem-for-small-business: 1
- https://citadelsecops.com/reviews/best-siem-2026: 1
- https://cyber.gov.au/publication/implementing-siem-and-soar-platforms-practitioner-guidance: 1
- https://devsecops.puziol.com.br/en/security/infosec/siem: 1
- https://exabeam.com/explainers/splunk/top-10-splunk-competitors: 1

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.