Machine Learning Platforms

Platforms for building, training and deploying machine learning models — 35 listed.

#PlatformCompanyStock MarketBest ForValuation24h %7d %Monthly UsersPricingGet Started
1WWeights & BiasesWeights & BiasesNot verifiedTracking experiments and managing model training$1.0B▲ 3.30%▲ 8.50%0.2MFreemiumTry Weights & Biases →
2LLangSmithLangChainNot verifiedDebugging and monitoring LLM agent chains$1.0B▼ 0.80%▲ 4.20%0.05MFreemiumTry LangSmith →
3TTectonTectonNot verifiedFeature store$1.0B▲ 3.20%▼ 0.60%n/aPaidTry Tecton →
4AAstronomerAstronomerNot verifiedManaged Airflow$0.2B▲ 2.50%▲ 11.20%n/aPaidTry Astronomer →
5CCometComet MLNot verifiedManaging and optimizing machine learning workflowsPrivate / n/a▲ 2.60%▲ 8.30%n/aSubscriptionTry Comet →
6BBentoMLBentoMLNot verifiedServing and deploying large models easilyPrivate / n/a▲ 2.10%▲ 11.10%n/aFreeTry BentoML →
7KKubeflowKubeflowNot verifiedML on KubernetesPrivate / n/a▲ 1.20%▲ 10.80%n/aOpen SourceTry Kubeflow →
8MMLflowDatabricksNot verifiedML lifecycle managementPrivate / n/a▲ 2.20%▼ 31.70%n/aOpen SourceTry MLflow →
9KKaggleGoogleNASDAQ: GOOGL / GOOGAlphabetData science competitions, datasets and notebooksPrivate / n/a▲ 0.00%▲ 0.00%n/aFreeTry Kaggle →
10CColabGoogleNASDAQ: GOOGL / GOOGAlphabetFree cloud notebooks for running ML code on GPUsPrivate / n/a▲ 0.00%▲ 0.00%n/aFree / $10 moTry Colab →
11AAnacondaAnacondaNot verifiedPython distribution and package management for data sciencePrivate / n/a▲ 0.00%▲ 0.00%n/aFree / EnterpriseTry Anaconda →
12JJupyterProject JupyterNot verifiedOpen-source interactive notebooks for data sciencePrivate / n/a▲ 0.00%▲ 0.00%n/aOpen SourceTry Jupyter →
13PPaperspaceDigitalOceanNYSE: DOCNDigitalOceanCloud GPUs and ML workspacesPrivate / n/a▲ 0.00%▲ 0.00%n/aUsage-basedTry Paperspace →
14DDeepnoteDeepnoteNot verifiedCollaborative data science notebooksPrivate / n/a▲ 0.00%▲ 0.00%n/aFreemiumTry Deepnote →
15DDVCIterativeNot verifiedData version controlPrivate / n/a▲ 1.20%▲ 1.80%n/aOpen SourceTry DVC →
16PPachydermHPENot verifiedData lineagePrivate / n/a▼ 3.10%▼ 12.30%n/aOpen Source/PaidTry Pachyderm →
17FFlyteUnion.aiNot verifiedML workflowsPrivate / n/a▲ 4.30%▼ 0.20%n/aOpen SourceTry Flyte →
18ZZenMLZenMLNot verifiedPortable ML pipelinesPrivate / n/a▼ 4.90%▲ 6.00%n/aOpen SourceTry ZenML →
19CClearMLAllegro AINot verifiedEnd-to-end MLOpsPrivate / n/a▲ 1.10%▼ 10.20%n/aOpen Source/PaidTry ClearML →
20PPolyaxonPolyaxonNot verifiedML experiment managementPrivate / n/a▼ 0.90%▲ 7.20%n/aOpen SourceTry Polyaxon →
21VValohaiValohaiNot verifiedManaged MLOpsPrivate / n/a▼ 0.30%▲ 4.40%n/aPaidTry Valohai →
22IIguazioNetAppNot verifiedReal-time AIPrivate / n/a▲ 0.80%▼ 14.20%n/aPaidTry Iguazio →
23NNeptune.aiNeptune.aiNot verifiedExperiment trackingPrivate / n/a▲ 3.20%▲ 11.40%n/aFreemiumTry Neptune.ai →
24DDagsterElementlNot verifiedData orchestrationPrivate / n/a▲ 1.20%▼ 29.00%n/aOpen SourceTry Dagster →
25PPrefectPrefectNot verifiedWorkflow automationPrivate / n/a▲ 1.70%▲ 8.00%n/aOpen SourceTry Prefect →
26AAirflowApacheNot verifiedWorkflow managementPrivate / n/a▼ 3.50%▼ 12.40%n/aOpen SourceTry Airflow →
27FFeastFeastNot verifiedFeature storePrivate / n/a▼ 1.80%▲ 0.90%n/aOpen SourceTry Feast →
28HHopsworksLogical ClocksNot verifiedFeature storePrivate / n/a▼ 0.10%▲ 4.50%n/aOpen Source/PaidTry Hopsworks →
29MMoleculaMoleculaNot verifiedFeature enginePrivate / n/a▼ 3.30%▼ 33.40%n/aPaidTry Molecula →
30QQwakQwakNot verifiedML platformPrivate / n/a▼ 3.10%▼ 2.40%n/aPaidTry Qwak →
31TTrueFoundryTrueFoundryNot verifiedCloud-native MLPrivate / n/a▼ 3.10%▼ 12.30%n/aPaidTry TrueFoundry →
32OOuterboundsOuterboundsNot verifiedML infrastructurePrivate / n/a▲ 4.60%▼ 6.10%n/aPaidTry Outerbounds →
33DDetermined AIHPENot verifiedDeep learning trainingPrivate / n/a▼ 0.20%▼ 4.60%n/aOpen SourceTry Determined AI →
34SSeldonSeldonNot verifiedML deploymentPrivate / n/a▼ 0.90%▼ 1.80%n/aOpen SourceTry Seldon →
35KKServeKServeNot verifiedServerless ML inferencePrivate / n/a▼ 2.60%▼ 12.20%n/aOpen SourceTry KServe →

Valuations are company-level public estimates, last checked October 2026. Stock listings refer to the listed parent company, not the app; “Not verified” does not mean private.

Stay on top of AI. All the time, any time.

Please keep me updated by email with the latest AI news, research findings, reward programs, event updates, app listings and more information from AIMarketCaps.

One email a week. No spam, and you can unsubscribe in one click.