# Grafana-based observability stacks: 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/grafana-based-observability-stacks

## 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% | 63 | 100% | 1 |

## And against it

- "Grafana is usually more of a visualization and query layer than a full end-to-end APM suite." (GPT-5.4 mini, 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 | 1 | 1 |
| 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 | 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 Grafana-based observability stacks, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- datadoghq.com: 1
- docs.newrelic.com: 1
- dynatrace.com: 1
- elastic.co: 1
- newrelic.com: 1

### Pages cited

- https://datadoghq.com/pricing: 1
- https://datadoghq.com/product/apm: 1
- https://docs.newrelic.com/: 1
- https://dynatrace.com/platform/comparison: 1
- https://elastic.co/docs/reference/apm/observability/apm: 1
- https://elastic.co/docs/solutions/observability/apm: 1
- https://newrelic.com/blog/observability/apm-dashboard: 1
- https://newrelic.com/blog/observability/enterprise-apm: 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.