# ELK Stack: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 6 categories by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/elk-stack

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Infrastructure monitoring](https://www.gane.ai/index/it/operations/infrastructure-monitoring/index.md) | 0% | 39 | 0% | 1 |
| [Insider risk management](https://www.gane.ai/index/it/security/insider-risk-management/index.md) | 0% | 78 | 100% | 1 |
| [Network detection and response](https://www.gane.ai/index/it/security/network-detection-and-response/index.md) | 0% | 87 | 100% | 1 |
| [OT and IoT security](https://www.gane.ai/index/it/security/ot-and-iot-security/index.md) | 0% | 72 | 0% | 1 |
| [SIEM platforms](https://www.gane.ai/index/it/security/siem-platforms/index.md) | 0% | 44 | 0% | 1 |
| [Telemetry pipelines](https://www.gane.ai/index/it/operations/telemetry-pipelines/index.md) | 0% | 88 | 100% | 1 |

## What the models said for it

- "ELK Stack for logs/metrics" (Grok 4.20, Infra monitoring)

## And against it

- "Heavy reliance on monolithic or legacy agents (e.g., full ELK stack components without optimization): High overhead" (Grok 4.20, Telemetry pipelines)
- "Very labor-intensive to set up and maintain compared to Security Onion or Malcolm." (Gemini 3.5 Flash, NDR)
- "won't match the automation of commercial options" (Grok 4.20, Insider risk)

## 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 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 1 | 2 | 4 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named ELK Stack, from 18 of the 23 answers that named it (only the models that return a source list).

### Domains cited

- reddit.com: 6
- gane.ai/index: 5
- chronosphere.io: 4
- cribl.io: 3
- g2.com: 3
- huntress.com: 3
- mezmo.com: 3
- netdata.cloud: 3
- safeguard.sh: 3
- securityboulevard.com: 3

### Pages cited

- https://chronosphere.io/learn/telemetry-pipeline-operational-guide: 4
- https://www.gane.ai/index/it/operations/telemetry-pipelines/smb: 3
- https://safeguard.sh/resources/blog/what-is-a-telemetry-pipeline: 3
- https://xitoring.com/blog/best-infrastructure-monitoring-tools: 3
- https://apica.io/blog/the-telemetry-pipeline-buyers-checklist-10-critical-steps: 2
- https://blogs.fluencysecurity.com/siem-for-smbs: 2
- https://cncf.io/blog/2026/06/22/telemetry-that-matters-designing-sustainable-high-impact-observability-pipelines: 2
- https://g2.com/categories/network-detection-and-response-ndr/small-business: 2

## 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.