# Grafana Cloud: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 81 judge labels across 5 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/grafana-cloud

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Telemetry pipelines](https://www.gane.ai/index/it/operations/telemetry-pipelines/index.md) | 9% | 4 | 9% | 23 |
| [AIOps platforms](https://www.gane.ai/index/it/operations/aiops-platforms/index.md) | 5% | 6 | 0% | 11 |
| [Application performance monitoring](https://www.gane.ai/index/it/operations/application-performance-monitoring/index.md) | 4% | 3 | 8% | 36 |
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 4% | 9 | 22% | 9 |
| [Time series databases](https://www.gane.ai/index/it/it-data/time-series-databases/index.md) | 0% | 20 | 0% | 2 |

## What the models said for it

- "Grafana Cloud free tier paired with Prometheus is the cheapest viable observability stack for a 10-service, 5-user startup at $0 licensing cost." (Muse Glimmer 30B, Telemetry pipelines)
- "Use Grafana Cloud's free tier as the backend to start. It currently includes metrics, logs, traces, dashboards, and alerting" (GPT-6 Luna, Telemetry pipelines)
- "Option A: Cost-Conscious & Flexible Stack: OpenTelemetry Collector → Grafana Cloud (or self-hosted LGTM)" (Kimi K2, Telemetry pipelines)
- "Start with Grafana Cloud's free tier or New Relic's free tier to get started at $0 cost." (DeepSeek V4 Flash, APM)

## And against it

- "Avoid pure enterprise tools ... or general observability (Dynatrace, Grafana)" (Grok 4.20, Data observability)
- "versus $400–$1,800/month for Grafana Cloud LGTM or Datadog ... can be justified despite the higher cost" (GLM 4.7 FlashX, Telemetry pipelines)
- "free but carry hidden costs in data engineering effort and infrastructure management" (Claude Haiku 4.5, Data observability)
- "self-hosted solutions like Grafana (requiring significant maintenance effort)" (Qwen 3.7 Flash, APM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 3 | 3 | 1 | 8 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 7 | 0 | 1 | 8 |
| Perplexity Sonar | 1 | 6 | 0 | 0 | 7 |
| Grok 4.20 | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 1 | 2 | 2 | 0 | 5 |
| DeepSeek V4 Flash | 1 | 2 | 1 | 1 | 5 |
| Llama 4 Maverick | 0 | 0 | 3 | 0 | 3 |
| Qwen 3.7 Flash | 2 | 1 | 1 | 2 | 6 |
| Kimi K2 | 1 | 5 | 3 | 0 | 9 |
| GLM 4.7 FlashX | 0 | 3 | 2 | 1 | 6 |
| MiniMax M2.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-6 Luna | 2 | 4 | 2 | 0 | 8 |
| Muse Glimmer 30B | 1 | 5 | 2 | 0 | 8 |

## Sources returned with these answers

The sites and pages cited by the answers that named Grafana Cloud, from 183 of the 216 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 62
- newrelic.com: 49
- grafana.com: 45 (its own site)
- coralogix.com: 44
- github.com: 42
- atatus.com: 33
- gane.ai/index: 31
- middleware.io: 31
- dotcom-monitor.com: 28
- motadata.com: 28

### Pages cited

- https://coralogix.com/guides/application-performance-monitoring-tools: 20
- https://dotcom-monitor.com/blog/best-observability-tools: 20
- https://manageengine.com/it-operations-management/application-observability/apm-tools-comparison.html: 18
- https://ir.com/guides/top-observability-tools-comparison-2026-smbs-vs-enterprise-platforms: 17
- https://sherlocks.ai/blog/how-to-choose-observability-platform-2026: 17
- https://chronosphere.io/learn/telemetry-pipeline-operational-guide: 15
- https://middleware.io/blog/apm-tools: 15
- https://netdata.cloud/resources/best-application-performance-monitoring-tools: 15

## In its own words

What Grafana Cloud's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The AI-powered platform built on open standards unifies metrics, logs, traces, profiles, and business data. (https://grafana.com/)
- For: customers (https://trust.grafana.com)
- Price stated: The Free Forever plan; Plans to suit every scale (https://grafana.com/)
- Starting price: 0 (https://grafana.com/pricing/)
- Free plan or trial: The Free Forever plan (https://grafana.com/)
- Certifications: FedRAMP, PCI DSS, GDPR, SOC 2, ISO 27001
- Customers named: BlackRock, Pegasystems, Lovable, LATAM Airlines, Delivery Hero, ASOS, Sailpoint, Mux

## What it publishes

Every page grafana.com exposes, read 2026-09-29: 24060 addresses. By kind, pages and the last 90 days:

- blog: 1964 pages, 13 in the last 90 days, latest 2026-09-14
- case study: 2 pages, 0 in the last 90 days, latest 2021-04-10
- webinar or virtual event: 175 pages, 0 in the last 90 days, latest undated
- conference or event: 537 pages, 1 in the last 90 days, latest 2026-08-11
- report or ebook: 78 pages, 0 in the last 90 days, latest undated
- comparison: 24 pages, 0 in the last 90 days, latest 2025-09-24
- template or tool: 21 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 140 pages, 0 in the last 90 days, latest undated
- podcast or video: 6 pages, 1 in the last 90 days, latest 2026-07-10
- news or press: 79 pages, 5 in the last 90 days, latest 2026-08-01
- Recent: 2026-09-14 blog: Digital experience monitoring with grafana cloud session replay synthetic checks and faster investigations https://grafana.com/blog/digital-experience-monitoring-with-grafana-cloud-session-replay-synthetic-checks-and-faster-investigations/
- Recent: 2026-09-10 blog: Synthetic monitoring labels update https://grafana.com/blog/synthetic-monitoring-labels-update/
- Recent: 2026-09-09 blog: How to monitor cypress tests with grafana cloud https://grafana.com/blog/how-to-monitor-cypress-tests-with-grafana-cloud/
- Recent: 2026-08-27 blog: Identify anomalies outlier detection forecasting how grafana cloud uses ai ml to make observability easier https://grafana.com/blog/identify-anomalies-outlier-detection-forecasting-how-grafana-cloud-uses-ai-ml-to-make-observability-easier/
- Recent: 2026-08-27 blog: How to measure and improve instrumentation quality for better full stack observability https://grafana.com/blog/how-to-measure-and-improve-instrumentation-quality-for-better-full-stack-observability/
- Recent: 2026-08-25 blog: The grafana ai sdk for go a shared foundation for building ai applications https://grafana.com/blog/the-grafana-ai-sdk-for-go-a-shared-foundation-for-building-ai-applications/

## 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.