# Grafana LGTM Stack: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 3 judge labels across 2 categories by 3 of 12 models. Page: https://it-ai-index.com/vendors/grafana-lgtm-stack/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Observability platforms | 2% | 8 | 0% | 2 |
| Infrastructure monitoring | 0% | 39 | 0% | 1 |

## What the models said for it

- "the best observability platform is typically a combination of open-source tools like the LGTM stack" (Grok 4.1 Fast, Observability)
- "Tightest budget + DevOps skills | Self-hosted SigNoz or Grafana LGTM" (Kimi K2, Observability)
- "Leverage the LGTM stack (Loki, Grafana, Tempo, Mimir) or Prometheus" (Gemini 3.5 Flash, Infra monitoring)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.