Data

Comet ML

ML experiment tracking and model monitoring platform

Visit Comet ML
★4.2ratingPricing · Freemium from $19/moRising
The FalcoScan Intel PanelComet ML · Data
Data updated 2 November 2026
Opportunity
High
Band
Saturation
Open
Band
Wrapper risk
Low
Band
Momentum
Rising
Market trend
Rating
4.2
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 Comet ML does

Comet ML tracks machine learning experiments with automatic logging of metrics, hyperparameters, and artifacts. The platform enables teams to compare runs, reproduce results, and monitor production models for drift.

How Comet ML compares with its closest alternatives

4 of the 5 closest alternatives have a free plan, as Comet ML does. All 5 offer an API, as Comet ML does. Comet ML offers a web app. Of the 4 alternatives with platforms on record, all 4 offer a web app. Comet ML was founded in 2017; the alternatives were founded between 2012 and 2020, 3 of them earlier. The alternatives with a known headquarters are in the United States.

Market position · Data

How Comet ML compares in Data

Comet ML has high opportunity and sits in the top 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 Comet ML'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.

Comet ML compared with its closest alternatives
ProductOpportunitySaturationPricingPricing fromFree planAPIPlatformsMomentum
Comet MLFounded 2017HighOpenFreemium$19/moYesYesWeb, APIRising
Evidently AIFounded 2020HighOpenFree—YesYesWeb, APIHot
H2O.aiFounded 2012 · San Francisco, United StatesHighOpenFree—YesYesWeb, API, Self-hostedRising
Aito ML DatabaseFounded 2018HighOpenFreemium—YesYesAPIStable
DatarobotFounded 2012 · New York, United StatesHighOpenPaid—NoYesWeb, APIRising
Grafana DashboardsFounded 2014 · New York, United StatesHighOpenFreemium—YesYesWeb, API, CLIRising

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 Comet ML exposes to builders and the verticals it currently serves.

AI Capabilities
ClassificationPredictive AnalyticsData Extraction
Industry Verticals
TechnologyHealthcareFinancial Services
Tagged

Comet ML shows up when builders search for these

developerobservabilitymonitoringmetricstesting
Similar tools · Data

Alternatives to Comet ML

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

See the Data market
Data
Evidently AI

Open-source ML monitoring and testing for production models

★ 4.4Opportunity High
Free
Data
H2O.ai

Open-source AI and AutoML platform for data science teams

★ 4.2Opportunity High
Free
Data
Aito ML Database

AI-native database with built-in machine learning

★ 4.1Opportunity High
Freemium
Data
Datarobot

Enterprise AI platform for automated machine learning

★ 4.1Opportunity High
Paid
Data
Grafana Dashboards

Open-source observability and monitoring

★ 4.6Opportunity High
Freemium
Data
Elementary Data

dbt-native data observability

★ 4.3Opportunity Moderate
Freemium
Featured in
Questions

Comet ML: common questions

Is Comet ML free?

Comet ML has a free tier, with paid plans from $19 a month.

What are the best alternatives to Comet ML?

The closest alternatives to Comet ML that are still running, matched on the AI capabilities, uses and audience they share, are Evidently AI, H2O.ai, Aito ML Database, Datarobot, and Grafana Dashboards.

Is Comet ML still running?

Yes. As of 2 November 2026, FalcoScan lists Comet ML as operating at comet.com.

Does Comet ML have an API?

Yes. Comet ML offers an API.

Who is Comet ML for?

Comet ML is built for data scientists, ML engineers, and research teams.

How do I sign in to Comet ML?

Sign in on Comet ML's own website, comet.com. FalcoScan reviews Comet ML but does not run its accounts, so logins, passwords and billing are handled by Comet ML directly.

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