# Grafana: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 92 judge labels across 4 categories by 12 of 12 models. Page: https://it-ai-index.com/vendors/grafana/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Observability platforms | 29% | 1 | 4% | 53 |
| Infrastructure monitoring | 4% | 6 | 9% | 32 |
| Application performance monitoring | 0% | 20 | 17% | 6 |
| Cloud cost management | 0% | 70 | 100% | 1 |

## What the models said for it

- "For a mid-sized B2B company, Grafana Cloud is my top pick because it strikes the best balance of functionality, cost control, and flexibility." (DeepSeek V4 Flash, Observability)
- "Grafana + Prometheus + Loki + Tempo (or Mimir) is the enterprise favorite and avoids license lock-in" (DeepSeek V4 Flash, Infra monitoring)
- "Start with Grafana Cloud if you have some DevOps capacity and want to control costs long-term." (Kimi K2, Observability)
- "Grafana Cloud is a good option for teams that want open-source control and can ride the free tier" (Llama 4 Maverick, Observability)

## And against it

- "open-source tools like Prometheus and Grafana are powerful and free, they are not free to run. They require significant human capital to manage." (Qwen 3.7 Flash, Infra monitoring)
- "using them as a "black box" solution is a trap for many organizations... "Free" software requires paid engineering time." (Qwen 3.7 Flash, Observability)
- "Self-Hosted "DIY" Open-Source Stacks (e.g., Prometheus, Grafana, OpenSearch)... The "free as in a puppy" trap" (Gemini 3.5 Flash, Observability)
- "open-source Prometheus and Grafana are only "free" if you don't calculate the engineering hours" (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.