Data

Grafana Metrics AI

Open-source metrics and observability platform

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★4.5ratingPricing · FreemiumHot
The FalcoScan Intel PanelGrafana Metrics AI · Data
Data updated 2 November 2026
Opportunity
High
Band
Saturation
Open
Band
Wrapper risk
Low
Band
Momentum
Hot
Market trend
Rating
4.5
of 5 · FalcoScan rating

Data AI has a wide moat on average, from the moat scores of its rated products. What protects Data AI tools, and the widest moats

The Brief

What Grafana Metrics AI does

Grafana dashboards visualize metrics, logs, and traces from any data source with AI-assisted querying.

How Grafana Metrics AI compares with its closest alternatives

All 5 closest alternatives have a free plan, as Grafana Metrics AI does. Only Comet ML lists a starting price, $19 a month. All 5 offer an API, as Grafana Metrics AI does. Grafana Metrics AI offers a web app and a self-hosted version. Of the alternatives, all 5 offer a web app and none offers a self-hosted version. Grafana Metrics AI was founded in 2014; the alternatives were founded between 2016 and 2021. Grafana Metrics AI is based in New York, United States; all the 2 alternatives with a known headquarters are in the United States too.

Market position · Data

How Grafana Metrics AI compares in Data

Grafana Metrics AI has high opportunity and sits in the middle third of 405 live Data tools on FalcoScan. Across Data, the average opportunity score is 69.2 and the average saturation score 33.3. FalcoScan rates Grafana Metrics AI's own market position as open. 128 of the 405 operating Data tools have hot momentum, and FalcoScan has recorded 8 shutdowns in the category.

Grafana Metrics AI compared with its closest alternatives
ProductOpportunitySaturationPricingPricing fromFree planAPIPlatformsMomentum
Grafana Metrics AIFounded 2014 · New York, United StatesHighOpenFreemium—YesYesWeb, Self-hostedHot
dbt Semantic LayerFounded 2016HighOpenFreemium—YesYesWeb, APIHot
Cube Metrics LayerFounded 2021 · San Francisco, United StatesHighOpenFreemium—YesYesWeb, APIHot
Cube CloudFounded 2021 · San Francisco, United StatesHighOpenFreemium—YesYesWeb, APIHot
Elementary DataFounded 2021ModerateOpenFreemium—YesYesWeb, APIHot
Comet MLFounded 2017HighOpenFreemium$19/moYesYesWeb, APIRising

Exact opportunity and saturation scores for all 6 of these, and where each ranks in Data.

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What it ships with

Capabilities & who uses it

The capabilities Grafana Metrics AI exposes to builders and the verticals it currently serves.

AI Capabilities
Data Extraction
Industry Verticals
Software
Tagged

Grafana Metrics AI shows up when builders search for these

metricslogsobservability
Similar tools · Data

Alternatives to Grafana Metrics AI

Products still running that do the same job, from the data market and related ones, closest match first.

See the Data market
Data
dbt Semantic Layer

Define metrics once, query everywhere

★ 4.5Opportunity High
Freemium
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Cube Metrics Layer

Universal semantic layer for BI and AI

★ 4.4Opportunity High
Freemium
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Cube Cloud

Semantic layer for your data

★ 4.3Opportunity High
Freemium
Data
Elementary Data

dbt-native data observability

★ 4.3Opportunity Moderate
Freemium
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Comet ML

ML experiment tracking and model monitoring platform

★ 4.2Opportunity High
Freemium
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Dagster Cloud Pipelines

Data asset orchestration for modern teams

★ 4.4Opportunity High
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Featured in
Questions

Grafana Metrics AI: common questions

Is Grafana Metrics AI free?

Grafana Metrics AI has a free tier, with paid plans.

What are the best alternatives to Grafana Metrics AI?

The closest alternatives to Grafana Metrics AI that are still running, matched on the AI capabilities, uses and audience they share, are dbt Semantic Layer, Cube Metrics Layer, Cube Cloud, Elementary Data, and Comet ML.

Is Grafana Metrics AI still running?

Yes. As of 2 November 2026, FalcoScan lists Grafana Metrics AI as operating at grafana.com.

Where is Grafana Metrics AI based?

Grafana Metrics AI is headquartered in New York, United States.

Does Grafana Metrics AI have an API?

Yes. Grafana Metrics AI offers an API.

Who is Grafana Metrics AI for?

Grafana Metrics AI is built for data teams and developers.

How do I sign in to Grafana Metrics AI?

Sign in on Grafana Metrics AI's own website, grafana.com. FalcoScan reviews Grafana Metrics AI but does not run its accounts, so logins, passwords and billing are handled by Grafana Metrics AI directly.

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