# SigNoz Community Edition: 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/signoz-community-edition

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Observability platforms](https://www.gane.ai/index/it/operations/observability-platforms/index.md) | 0% | 39 | 0% | 1 |

## What the models said for it

- "Consider self-hosted SigNoz if you have DevOps capacity and want zero licensing costs" (MiniMax M2.5, Observability)

## 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 | 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 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| 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 SigNoz Community Edition, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- apica.io: 1
- apono.io: 1
- aws.amazon.com: 1
- betterstack.com: 1
- cubeapm.com: 1
- dotcom-monitor.com: 1
- elastic.co: 1
- embrace.io: 1
- g2.com: 1
- github.com: 1

### Pages cited

- https://apica.io/blog/how-to-choose-the-best-observability-tools: 1
- https://apono.io/blog/top-agent-observability-tools: 1
- https://aws.amazon.com/marketplace/pp/prodview-j7k6hm4j4u5k4: 1
- https://betterstack.com/community/comparisons/datadog-vs-elastic: 1
- https://cubeapm.com/blog/datadog-vs-elastic-observability-vs-cubeapm: 1
- https://dotcom-monitor.com/blog/best-observability-tools: 1
- https://elastic.co/observability: 1
- https://elastic.co/observability/kubernetes-monitoring: 1

## What it publishes

Every page signoz.io exposes, read 2026-09-29: 1817 addresses. By kind, pages and the last 90 days:

- blog: 310 pages, 0 in the last 90 days, latest undated
- case study: 19 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 5 pages, 0 in the last 90 days, latest undated
- conference or event: 1 pages, 0 in the last 90 days, latest undated
- report or ebook: 266 pages, 0 in the last 90 days, latest undated
- comparison: 152 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 9 pages, 0 in the last 90 days, latest 2025-11-22
- news or press: 41 pages, 0 in the last 90 days, latest 2026-06-22
- Recent: 2026-06-22 news or press: Archive https://newsletter.signoz.io/archive
- Recent: 2026-06-22 news or press: The world now has more bot traffic https://newsletter.signoz.io/p/the-world-now-has-more-bot-traffic
- Recent: 2026-06-09 news or press: How to read distributed traces when https://newsletter.signoz.io/p/how-to-read-distributed-traces-when
- Recent: 2026-05-24 news or press: Your observability tool just got https://newsletter.signoz.io/p/your-observability-tool-just-got
- Recent: 2026-05-03 news or press: Why should a trace id be 128 bits https://newsletter.signoz.io/p/why-should-a-trace-id-be-128-bits
- Recent: 2026-04-19 news or press: Our project hail mary the observability https://newsletter.signoz.io/p/our-project-hail-mary-the-observability

## 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.