# OpenTelemetry with SigNoz: 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/opentelemetry-with-signoz

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Application performance monitoring](https://www.gane.ai/index/it/operations/application-performance-monitoring/index.md) | 0% | 39 | 0% | 1 |

## What the models said for it

- "Open-source or lightweight alternatives (like Prometheus + Grafana, OpenTelemetry with SigNoz, or Netdata) often deliver better value" (Grok 4.20, APM)

## 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 | 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 OpenTelemetry with SigNoz, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- bugsink.com: 1
- cloudnuro.ai: 1
- netdata.cloud: 1
- pflb.us: 1
- reddit.com: 1

### Pages cited

- https://bugsink.com/blog/you-dont-need-application-performance-monitoring: 1
- https://cloudnuro.ai/blog/top-10-application-performance-management-apm-tools-for-it-governance: 1
- https://netdata.cloud/resources/best-application-performance-monitoring-tools: 1
- https://pflb.us/blog/best-apm-tools: 1
- https://reddit.com/r/devops/comments/1xgo0k0/what_apm_tool_does_your_team_actually_rely_on_and: 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.