# Vigil: 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/vigil

## 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% | 65 | 0% | 1 |

## What the models said for it

- "Vigil (Best Open-Source Agentic Framework)" (Gemini 3.5 Flash, AI SOC agents)

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

### Domains cited

- reliaquest.com: 2
- underdefense.com: 2
- vigilsoc.org: 2
- deeptempo.ai: 1
- forbes.com: 1
- gamut.so: 1
- github.com: 1
- scanner.dev: 1
- socfortress.medium.com: 1
- stellarcyber.ai: 1

### Pages cited

- https://reliaquest.com/cyber-knowledge/ai-soc-tools: 2
- https://vigilsoc.org/: 2
- https://deeptempo.ai/open-source: 1
- https://forbes.com/sites/terdawn-deboe/2026/03/27/10-ai-agents-for-small-business-that-give-immediate-relief: 1
- https://gamut.so/blog/best-ai-agents-for-small-business: 1
- https://github.com/beenuar/AiSOC: 1
- https://scanner.dev/blog/building-your-first-ai-soc-agents-foundations-and-your-first-agent-part-1: 1
- https://socfortress.medium.com/open-source-ai-soc-analyst-that-actually-works-meet-talon-c38fa082f741: 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.