# Elastic Stack / OpenSearch: 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/elastic-stack-opensearch

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Log management](https://www.gane.ai/index/it/operations/log-management/index.md) | 0% | 29 | 0% | 2 |

## What the models said for it

- "For Startups/Small Teams: Start with free/open-source like ELK or AWS CloudWatch to minimize costs." (Grok 4.20, Logs)
- "Best self-hosted option: Elastic/OpenSearch" (GPT-5.4 mini, Logs)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 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 Elastic Stack / OpenSearch, from 1 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- coralogix.com: 1
- drdroid.io: 1
- logz.io: 1
- posthog.com: 1
- softwareadvice.com: 1

### Pages cited

- https://coralogix.com/guides/top-log-management-tools-compared: 1
- https://drdroid.io/engineering-tools/log-management-tools: 1
- https://logz.io/blog/best-log-management-software-2026-2: 1
- https://posthog.com/compare/best-log-monitoring-tools: 1
- https://softwareadvice.com/log-management: 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.
