Best AutoML Software in 2026
Updated
In short: BigML is ranked #1 of 28 as of 4 October 2026, ahead of JADBio and Amazon SageMaker Autopilot. The best-ranked option with a free plan is JADBio. The lowest first paid tier on this page is JADBio at $183.25/mo.
AutoML tools automate parts of building machine-learning models, but the tasks and workflows they support can vary. Compare automated model selection and feature engineering, then consider deployment options, hosting model and model explainability. The workflow interface offers another point of comparison for how you interact with the process. BigML, JADBio and Amazon SageMaker Autopilot are among the options to review. Free-plan availability and paid-from pricing add cost context. Think about which development steps you want to automate, and whether the deployment, hosting and explanation choices listed align with how you plan to use the resulting models.
28 AutoML software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.
28ranked
7free plans on this page
$183.25/molowest paid tier
4 Oct 2026last checked
Input list AutoML Software 25 channels on this page · 69 of 200 spec lines stated by the makers
Ch Tool Free planPaid fromFeature engineeringAutomated model selectionModel explainabilityDeployment optionsWorkflow interfaceHosting model Spec sheet Score
01 BigML Free planYesPaid from$1,000/moFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 2/8spec lines stated 7.3
02 JADBio Free planYesPaid from$2,199/moFeature engineeringYesAutomated model selectionYesModel explainabilityYesDeployment optionsbatchWorkflow interfacebothHosting modelboth 8/8spec lines stated 7.3
03 Amazon SageMaker Autopilot Free planNoPaid fromnot statedFeature engineeringYesAutomated model selectionYesModel explainabilityYesDeployment optionsreal timeWorkflow interfacebothHosting modelvendor cloud 7/8spec lines stated 7.2
04 FEDOT Free plannot statedPaid fromnot statedFeature engineeringYesAutomated model selectionYesModel explainabilityYesDeployment optionsnot statedWorkflow interfacecodeHosting modelself hosted 5/8spec lines stated 7.2
05 AutoKeras Free plannot statedPaid fromnot statedFeature engineeringYesAutomated model selectionYesModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacecodeHosting modelself hosted 4/8spec lines stated 7.1
06 LightAutoML Free plannot statedPaid fromnot statedFeature engineeringYesAutomated model selectionYesModel explainabilityYesDeployment optionsnot statedWorkflow interfacebothHosting modelboth 5/8spec lines stated 7.1
07 Siemens Building X Free planYesPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 1/8spec lines stated 7.0
08 AutoGluon Free plannot statedPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 0/8spec lines stated 6.9
09 SAS Visual Statistics Free planNoPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 1/8spec lines stated 6.9
10 Auto-PyTorch Free planYesPaid fromnot statedFeature engineeringYesAutomated model selectionYesModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacecodeHosting modelself hosted 5/8spec lines stated 6.8
11 EvalML Free planYesPaid fromnot statedFeature engineeringYesAutomated model selectionYesModel explainabilityYesDeployment optionsnot statedWorkflow interfacecodeHosting modelself hosted 6/8spec lines stated 6.8
12 FLAML Free planYesPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 1/8spec lines stated 6.8
13 Akkio Free planYesPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 1/8spec lines stated 6.6
14 Lale Free planYesPaid fromnot statedFeature engineeringnot statedAutomated model selectionYesModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacecodeHosting modelself hosted 4/8spec lines stated 6.6
15 GAMA Free planYesPaid fromnot statedFeature engineeringNoAutomated model selectionYesModel explainabilityNoDeployment optionsbatchWorkflow interfacecodeHosting modelself hosted 7/8spec lines stated 6.2
16 Oracle PeopleSoft Campus Solutions Financial Aid Free planNoPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 1/8spec lines stated 6.2
17 dotData Enterprise Free plannot statedPaid fromnot statedFeature engineeringYesAutomated model selectionYesModel explainabilityYesDeployment optionsbatchWorkflow interfacevisualHosting modelboth 6/8spec lines stated 5.9
18 DataRobot Free plannot statedPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 0/8spec lines stated 5.4
19 Obviously AI Free planYesPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 1/8spec lines stated 5.4
20 Pecan AI Free plannot statedPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 0/8spec lines stated 5.4
21 H2O Driverless AI Free planNoPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 1/8spec lines stated 5.3
22 Oracle Machine Learning Notebooks Free planNoPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 1/8spec lines stated 5.3
23 SAS Advanced Analytics Free planNoPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 1/8spec lines stated 5.3
24 MLJAR AutoML Free plannot statedPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 0/8spec lines stated 5.2
25 TPOT Free planYesPaid fromnot statedFeature engineeringnot statedAutomated model selectionnot statedModel explainabilitynot statedDeployment optionsnot statedWorkflow interfacenot statedHosting modelnot stated 1/8spec lines stated 5.2
Compare all 25 in a table
| # | Tool | Score | Free plan | From | Free plan | Paid from | Feature engineering | Automated model selection |
|---|---|---|---|---|---|---|---|---|
| 1 | BigML | 7.3 | Free plan | $833.33/mo | Yes | 1,000 /mo | — | — |
| 2 | JADBio | 7.3 | Free plan | $183.25/mo | Yes | 2,199 /mo | Yes | Yes |
| 3 | Amazon SageMaker Autopilot | 7.2 | No | — | No | — | Yes | Yes |
| 4 | FEDOT | 7.2 | Free plan | Free | — | — | Yes | Yes |
| 5 | AutoKeras | 7.1 | Free plan | Free | — | — | Yes | Yes |
| 6 | LightAutoML | 7.1 | Free plan | Free | — | — | Yes | Yes |
| 7 | Siemens Building X | 7.0 | No | — | Yes | — | — | — |
| 8 | AutoGluon | 6.9 | Free plan | Free | — | — | — | — |
| 9 | SAS Visual Statistics | 6.9 | No | — | No | — | — | — |
| 10 | Auto-PyTorch | 6.8 | Free plan | Free | Yes | — | Yes | Yes |
| 11 | EvalML | 6.8 | No | — | Yes | — | Yes | Yes |
| 12 | FLAML | 6.8 | No | — | Yes | — | — | — |
| 13 | Akkio | 6.6 | No | — | Yes | — | — | — |
| 14 | Lale | 6.6 | No | — | Yes | — | — | Yes |
| 15 | GAMA | 6.2 | No | — | Yes | — | No | Yes |
| 16 | Oracle PeopleSoft Campus Solutions Financial Aid | 6.2 | No | — | No | — | — | — |
| 17 | dotData Enterprise | 5.9 | No | — | — | — | Yes | Yes |
| 18 | DataRobot | 5.4 | No | — | — | — | — | — |
| 19 | Obviously AI | 5.4 | No | — | Yes | — | — | — |
| 20 | Pecan AI | 5.4 | No | — | — | — | — | — |
| 21 | H2O Driverless AI | 5.3 | No | — | No | — | — | — |
| 22 | Oracle Machine Learning Notebooks | 5.3 | No | — | No | — | — | — |
| 23 | SAS Advanced Analytics | 5.3 | No | — | No | — | — | — |
| 24 | MLJAR AutoML | 5.2 | No | — | — | — | — | — |
| 25 | TPOT | 5.2 | No | — | Yes | — | — | — |
Is your tool on this list?
Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.
Questions about this list
Which AutoML software is ranked first on Specifiction?
BigML is ranked #1 of 28 with a score of 7.3. JADBio is second and Amazon SageMaker Autopilot third.
How many of these have a free plan?
7 of the 25 on this page publish a free plan on their own pricing pages.
Which is the cheapest paid option?
On this page, JADBio has the lowest first paid tier we found: $183.25/mo.
How is this list ranked?
Ranked on what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing. Paid placements never change a rank.
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