# Grafana LGTM: 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-lgtm

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Telemetry pipelines](https://www.gane.ai/index/it/operations/telemetry-pipelines/index.md) | 2% | 11 | 0% | 1 |

## What the models said for it

- "The combination of Vector (pipeline/agent) and Grafana LGTM (storage/visualization) is the most widely adopted open-source observability stack." (Qwen 3.7 Flash, Telemetry pipelines)

## 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 | 1 | 0 | 0 | 0 | 1 |
| 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 LGTM, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aicostadvisory.com: 1
- coralogix.com: 1
- cubeapm.com: 1
- dev.to: 1
- grafana.com: 1
- middleware.io: 1
- nxlog.co: 1
- sherlocks.ai: 1
- signoz.io: 1
- stackindex.dev: 1

### Pages cited

- https://aicostadvisory.com/tool/vector: 1
- https://coralogix.com/guides/open-source-monitoring-tools: 1
- https://cubeapm.com/faqs/self-hosted-grafana-cloud-alternatives: 1
- https://dev.to/maadhesh_d14697cfa10adfab/modern-observability-stacks-in-2026-datadog-vs-honeycomb-vs-grafana-cloud-vs-signoz-vs-openobserve-34kp: 1
- https://grafana.com/pricing: 1
- https://middleware.io/blog/opentelemetry-tools: 1
- https://nxlog.co/news-and-blog/posts/cribl-competitors-alternatives-for-secops: 1
- https://sherlocks.ai/blog/how-to-choose-observability-platform-2026: 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.