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Category · 37 tools · 3 comparisons

Machine learning platforms

Tools for building, deploying, and operating machine learning and AI systems.

Our ranked shortlist: the best machine learning platforms →

At a glance

Tools tracked
37
Entry plans
$3.27–$36,999/mo
Typical entry plan
$39/mo
Free plan
26 of 37
Cheapest paid
CoreWeave Cloud, $3.27/mo
Best value score
Evidently AI, 9/10

Every tool we cover

API pricing →
ToolScoreFromTop listed planFree planTrialPages
Weights & Biases8.0$60/mo$60/moYes30 daysReviewPricing
Landing AI Platform7.7$250/mo$250/moYes—Review
Roboflow7.6$39/mo$39/moYes—ReviewPricingAlternatives
Comet7.5$19/mo$19/moYes—ReviewPricingAlternatives
Vertex AI7.3Custom*—No90 daysReviewPricingAlternatives
Databricks7.2Free*—Yes14 daysReviewPricingAlternatives
Shaped7.2$500/mo*$500/moYes14 daysReview
Evidently AI7.2$80/mo*$80/moYes—Review
Hugging Face7.2$9/mo$50/moYes—ReviewPricingAlternatives
Lightning AI7.2$20/mo$119/moYes—ReviewPricing
Modal7.1$250/mo$250/moYes—ReviewPricingAlternatives
Dataiku7.1Free*—Yes14 daysReviewPricingAlternatives
Arize AI7.1$50/mo$50/moYes—ReviewPricing
Clarifai7.1$30/mo*$300/moYes—ReviewAlternatives
Nebius AI Cloud7.0Custom—No—ReviewAlternatives
Edge Impulse7.0Free—Yes—Review
TrueFoundry7.0$25/mo$25/moYes—Review
Fiddler AI6.8Free—Yes—ReviewAlternatives
SAS Viya6.8$500/mo*$500/moYes14 daysReviewPricing
Anyscale Platform6.7Free—Yes—ReviewPricingAlternatives
Mem06.7Free*—Yes—ReviewPricingAlternatives
Anaconda Platform6.5Custom*—No—ReviewPricingAlternatives
Palantir AIP6.5Custom*—No—ReviewAlternatives
CoreWeave Cloud6.4$3.27/mo—No—ReviewPricingAlternatives
C3 AI Platform6.3Custom*—No—ReviewAlternatives
DataRobot AI Platform6.2Custom*—No30 daysReviewAlternatives
Paperspace Gradient6.2$8/mo*$39/moYes—ReviewPricingAlternatives
H2O AI Cloud6.2Free*—Yes90 daysReviewPricingAlternatives
Azure Machine Learning6.0Free*—Yes30 daysReviewPricing
Kumo AI5.8Custom*—No—Review
Altair RapidMiner5.8Custom*—No—ReviewAlternatives
WEKA Data Platform5.2Custom*—No—ReviewAlternatives
BytePlus ModelArk5.0$5/mo*$50/moYesYesReview
Chooch AI4.8Free*—Yes—Review
Wand AI4.8$24.17/mo*$82.50/moYes—ReviewAlternatives
IBM watsonx.ai3.5$1,110/mo*$1,800/moYesYesReviewPricing
NVIDIA DGX Cloud2.0$36,999/mo*$36,999/moNo—ReviewAlternatives

* Lower confidence: the vendor's pricing page couldn't be read directly or didn't list every price, so the figure was compiled from other public sources and may be incomplete. Check the vendor's page before you buy.

Head-to-head

Highest scored

Machine learning platforms: quick answers

How much do machine learning platforms cost?

Paid plans for the 37 machine learning platforms we track start between $3.27 and $36,999 a month, and the typical entry plan is about $39 a month. 26 of them have a free plan. Vertex AI, Nebius AI Cloud, Anaconda Platform, Palantir AIP, C3 AI Platform, DataRobot AI Platform, Kumo AI, Altair RapidMiner and WEKA Data Platform don't publish a starting price. Prices are the vendors' own, checked Nov 10, 2026; most quote the per-month price when billed annually.

Which machine learning platform is the cheapest?

CoreWeave Cloud has the lowest paid entry plan at $3.27 a month, followed by BytePlus ModelArk at $5. If you can live with limits, Weights & Biases, Landing AI Platform, Roboflow and Comet have a free plan.

Which machine learning platforms have a free plan?

Weights & Biases, Landing AI Platform, Roboflow, Comet, Databricks, Shaped, Evidently AI, Hugging Face, Lightning AI, Modal, Dataiku, Arize AI, Clarifai, Edge Impulse, TrueFoundry, Fiddler AI, SAS Viya, Anyscale Platform, Mem0, Paperspace Gradient, H2O AI Cloud, Azure Machine Learning, BytePlus ModelArk, Chooch AI, Wand AI and IBM watsonx.ai have a free plan. Vertex AI and DataRobot AI Platform offer a free trial instead. Free plans are usually capped on usage, seats or features; each review lists the limits.

Which machine learning platform scores highest in our reviews?

Weights & Biases scores highest at 8.0/10. A capable ML lifecycle platform; budget for usage and review contract terms before sending production data. On value for money alone, Evidently AI rates best (9/10).