# AiSOC: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/aisoc

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI SOC agents](https://www.gane.ai/index/it/security/ai-soc-agents/index.md) | 2% | 13 | 0% | 2 |

## What the models said for it

- "Best overall budget option: AiSOC or Vigil SOC" (GPT-5.4 mini, AI SOC agents)
- "License: MIT (completely free) ... Self-hostable with no API keys needed" (Kimi K2, 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 | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 0 | 0 | 1 |
| 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 AiSOC, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 5
- underdefense.com: 3
- cloud.google.com: 2
- g2.com: 2
- startupstash.com: 2
- arahi.ai: 1
- arxiv.org: 1
- biztechmagazine.com: 1
- botpenguin.com: 1
- brilo.ai: 1

### Pages cited

- https://github.com/beenuar/AiSOC: 4
- https://github.com/Vigil-SOC/vigil: 3
- https://cloud.google.com/solutions/security/agentic-soc: 2
- https://github.com/volod-k/agentic-ai-soc-knowledge-base/blob/main/research/how-to-evaluate-vendors/best-agentic-soc-platforms.md: 2
- https://startupstash.com/best-ai-soc-tools: 2
- https://arahi.ai/blog/best-ai-agents-for-business: 1
- https://arxiv.org/html/2604.20134v1: 1
- https://biztechmagazine.com/article/2026/05/how-can-ai-agents-support-lean-security-teams: 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.