# Google Security Operations: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 19 judge labels across 2 categories by 11 of 14 models. Page: https://www.gane.ai/index/it/vendors/google-security-operations

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [SIEM platforms](https://www.gane.ai/index/it/security/siem-platforms/index.md) | 0% | 13 | 0% | 14 |
| [AI SOC agents](https://www.gane.ai/index/it/security/ai-soc-agents/index.md) | 0% | 33 | 20% | 5 |

## What the models said for it

- "I'd shortlist Google Security Operations instead if you have a more heterogeneous or high-volume environment" (GPT-6 Luna, SIEM)
- "Choose Google SecOps or Elastic if you have massive log volumes and need ultra-fast query performance" (Gemini 3.5 Flash, SIEM)
- "Google SecOps and Splunk Enterprise Security are the strongest alternatives" (GPT-5.4 mini, SIEM)
- "Splunk Enterprise Security or Google Security Operations" (Perplexity Sonar, SIEM)

## And against it

- "it is more likely to be a platform investment than a budget-first choice" (GPT-5.4 mini, AI SOC agents)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-5.4 mini | 0 | 2 | 1 | 1 | 4 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 3 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 0 | 2 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Google Security Operations, from 79 of the 83 answers that named it (only the models that return a source list).

### Domains cited

- underdefense.com: 28
- paloaltonetworks.com: 25
- g2.com: 22
- microsoft.com: 22
- securityboulevard.com: 21
- github.com: 19
- exabeam.com: 16
- splunk.com: 15
- cloud.google.com: 13
- gane.ai/index: 13

### Pages cited

- https://underdefense.com/blog/siem-solutions-comparison: 13
- https://senseon.io/blog/5-best-siem-tools: 12
- https://techrepublic.com/article/siem-tools: 11
- https://github.com/volod-k/agentic-ai-soc-knowledge-base/blob/main/research/how-to-evaluate-vendors/best-ai-soc-enterprise.md: 10
- https://resources.rework.com/tools/ai-agents/best-ai-agents-for-cybersecurity-2026: 10
- https://underdefense.com/blog/agentic-soc-platforms: 10
- https://expertinsights.com/security-operations/the-top-siem-solutions: 8
- https://g2.com/categories/ai-soc-agents/enterprise: 8

## In its own words

What Google Security Operations's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The intelligence-driven and AI-powered security operations platform (https://cloud.google.com/security/products/security-operations)
- For: security teams (https://cloud.google.com/security/products/security-operations)
- Price stated: Google Security Operations is available in packages and based on ingestion. Includes one year of security telemetry retention at no additional cost. (https://cloud.google.com/security/products/security-operations)
- Integrations claimed: 300 (https://cloud.google.com/security/products/security-operations)
- Customers named: Etsy, Vertiv, Pfizer, Apex FinTech Solutions

## What it publishes

Every page google.dev exposes, read 2026-09-29: 10 addresses. By kind, pages and the last 90 days:


## 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.