# Grafana vs Prometheus: which do AI models recommend for observability, October 2026

IT AI Recommendation Index, October 2026 Edition, Observability platforms. Two of fourteen models named Grafana first on the direct prompt; zero named Prometheus. Page: https://it-ai-index.com/operations/observability-platforms/grafana-vs-prometheus/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Grafana | 27% | #1 of 12 | 8% | 62 | 14 of 14 |
| Prometheus | 2% | #8 of 12 | 21% | 19 | 10 of 14 |

## The direct prompt, model by model

- Mistral Small: grafana first (first choices: Grafana, New Relic) (alternatives: Middleware.io, OpenObserve)
- Qwen 3.7 Flash: grafana first (first choices: Grafana, New Relic)
- Claude Haiku 4.5: neither first, one named (first choices: New Relic) (alternatives: Atatus, Datadog, Elastic Observability, Grafana, Grafana Labs' LGTM+ stack, Motadata ObserveOps)
- GPT-5.4 mini: neither first, one named (first choices: New Relic) (alternatives: Dynatrace, Grafana)
- Gemini 3.5 Flash: neither first, one named (first choices: Honeycomb) (alternatives: Grafana, New Relic)
- DeepSeek V4 Flash: neither first, one named (first choices: New Relic) (alternatives: Elastic Observability, Grafana)
- Kimi K2: neither first, one named (first choices: New Relic) (alternatives: Grafana, SigNoz)
- GPT-6 Luna: neither first, one named (first choices: Datadog) (alternatives: Grafana, Honeycomb, New Relic)
- Perplexity Sonar: neither named (first choices: Datadog) (alternatives: Coralogix, Middleware.io, Motadata ObserveOps, OpenObserve)
- Grok 4.1 Fast: neither named (first choices: New Relic) (alternatives: Datadog, Dynatrace, Grafana Labs)
- Llama 4 Maverick: neither named (first choices: New Relic) (alternatives: Datadog, Motadata ObserveOps)
- GLM 4.7 FlashX: neither named (first choices: New Relic) (alternatives: Datadog, Grafana + Prometheus, Splunk Observability Cloud)
- MiniMax M2.5: neither named (first choices: Datadog, Grafana Labs) (alternatives: Dynatrace)
- Muse Glimmer 30B: neither named (first choices: Datadog) (alternatives: Atatus, Middleware.io, New Relic, OpenObserve, Sematext)

## What the models said about Grafana

- "Using open-source tools like Prometheus, Grafana, Jaeger, and the ELK ... high Total Cost of Ownership" (Gemini 3.5 Flash, negative prompt, soft negative)
- ""The Grafana Ghost" vulnerability (CVE-2025-4123) ... Self-hosted instances require diligent patching" (Kimi K2, negative prompt, soft negative)
- "if you expect "Grafana" to mean one low, flat fee. Cloud usage can be billed across separate meters" (GPT-6 Luna, negative prompt, soft negative)
- "Choose Grafana Cloud if your engineering team has standard microservices/Kubernetes architectures and wants a cost-conscious, highly customizable platform" (Gemini 3.5 Flash, paraphrase prompt, first choice)
- "For a limited budget, start with open-source platforms like Grafana, OpenObserve, or Zabbix for maximum cost savings and flexibility." (Mistral Small, budget prompt, first choice)
- "the best default choice is usually Grafana Cloud with OpenTelemetry, because it gives you a strong free tier" (GPT-5.4 mini, budget prompt, first choice)

## What the models said about Prometheus

- "Best zero‑cost solution: Deploy Prometheus + Grafana + Loki + Jaeger yourself on a cheap VM." (MiniMax M2.5, budget prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.