The Best Low-Code Machine Learning Platforms Software in 2026
We researched low-code machine learning platforms using official vendor websites, including pricing pages, plan tables, and product documentation. Rankings focus on the category’s core job, value for money, and verified features that help teams create, evaluate, and deploy machine learning models with less hand-coding.
Our top picks
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Top ranked
Altair AI Studio#1 of 289.3/10A desktop ML environment pairing visual workflows and AutoML with Python and R support.
Free plan
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Runner-up
9.2/10An end-to-end visual ML platform with usage-based module pricing and a free activation.
Free plan
-
Top-ranked free plan
KNIME Analytics Platform#9 of 288.5/10A free, visual ML platform with broad connectors and scripting, but no automated ML.
Free plan
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
The full ranking 28 tools, best first
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Best forTeams wanting visual analytics and AutoML flexibility
A desktop ML environment pairing visual workflows and AutoML with Python and R support.
9.3/10★★★★★Try Altair AI Studio -
Best forTeams wanting a visual, cloud-based ML workflow
An end-to-end visual ML platform with usage-based module pricing and a free activation.
9.2/10★★★★★Visit Alibaba Cloud -
Best forAzure-centric teams building and operating ML models
A full ML lifecycle service for teams building and operating models in Azure.
9.1/10★★★★★Visit Microsoft -
Best forData teams already building on Databricks
A cloud-focused ML lifecycle platform for teams building on Databricks.
9.0/10★★★★☆Visit Databricks -
Best forEnterprises governing ML across environments
Governed machine learning from forecasting through deployment, with sales-led pricing.
Pricing on request · 14-day trial Our SAS Viya verdict → Visit SAS ViyaFor vendors Sponsor this spot · #5 · $59/mo →8.9/10★★★★☆Visit SAS Viya -
Best forMid-sized and large teams prioritizing AutoML
Automates model development and deployment for teams that need configurable AutoML.
8.8/10★★★★☆Visit H2O.ai -
Best forEnterprises needing managed AutoML and model governance
Managed AutoML with forecasting and governance for enterprises deploying models at scale.
8.7/10★★★★☆Visit DataRobot -
Best forHuawei Cloud users seeking visual ML lifecycle tools
A visual, cloud-based ML lifecycle platform for Huawei Cloud teams.
8.6/10★★★★☆Visit ModelArts -
Best forBudget-conscious teams building visual data workflows
A free, visual ML platform with broad connectors and scripting, but no automated ML.
8.5/10★★★★☆Visit KNIME -
Best forAWS teams seeking no-code AutoML and deployment
A visual AutoML workspace for AWS teams, with forecasting and batch or real-time deployment.
8.4/10★★★★☆Visit AWS -
Best forEnterprises automating feature discovery and prediction
Automates feature discovery through model deployment for enterprise prediction workflows.
8.3/10★★★★☆Visit dotData -
Best forTeams automating business predictions across data systems
Automated predictive modeling and delivery for teams connecting business data systems.
8.2/10★★★★☆Visit Pecan AI -
Best forTeams wanting broad model types and deployment choices
Broad modeling and deployment options, but the paid entry price is high.
8.1/10★★★★☆Visit BigML -
Best forAlteryx users seeking guided automated modeling
Guided model building and forecasting for Alteryx users, packaged within Alteryx One.
8.0/10★★★★☆Visit Alteryx -
Best forIndividuals and small teams wanting free visual modeling
A free visual desktop toolkit for building, inspecting, and extending machine-learning workflows.
7.9/10★★★★☆Visit site -
Best forMATLAB users building and comparing classifiers
A MATLAB app for training, comparing, interpreting, and exporting classification models.
- Automated ML
- Visual workflows
7.8/10★★★★☆Visit MathWorks -
Best forOrganizations preferring desktop drag-and-drop analysis
A visual modeling environment with broad analytics capabilities and a $529 monthly annual subscription.
7.7/10★★★★☆Visit IBM -
Best forOracle users prototyping ML in collaborative notebooks
A collaborative Oracle notebook environment with code flexibility, scheduling, GPUs, and versioning.
7.7/10★★★★☆Visit Oracle -
Best forTencent Cloud teams prioritizing security operations
A broad cloud security suite, not a low-code machine learning platform.
7.7/10★★★★☆Visit Tencent Cloud -
Best forResearch teams focused on biosignature discovery
Specialized no-code AutoML for biomedical feature discovery and survival analysis.
7.7/10★★★★☆Visit JADBio -
Best forUsers seeking visual neural-network modeling
A focused visual toolkit for building, evaluating, and exporting neural-network models.
7.6/10★★★★☆Try Neural Designer -
Best forSmall teams wanting quick no-code predictions
Build and deploy predictive models without code, with workflows for monitoring and automation.
7.5/10★★★★☆Visit Obviously AI -
Best forBeginners training simple image, sound, or pose models
A free browser tool for training and exporting simple image, audio, and pose models.
- Automated ML
- Visual workflows
7.4/10★★★★☆Visit site -
Best forPython users wanting low-cost local AutoML workflows
Local Python notebooks, AutoML, and AI assistance with plans from free to $60 monthly.
7.3/10★★★★☆Visit MLJAR Studio -
Best forTeams deploying ML to constrained edge devices
A focused edge-ML platform with sensor workflows, device profiling, and deployment-ready exports.
7.2/10★★★★☆Visit Edge Impulse -
Best forTeams whose core need is visual search and retrieval
A visual-search-focused AI platform with retrieval, computer vision, and custom model deployment.
6.9/10★★★☆☆Visit Clarifai -
Best forMedia teams exploring data without code
A chat-based analytics and prediction platform geared toward media teams.
6.8/10★★★☆☆Visit Akkio -
Best forAI infrastructure teams needing high-performance storage
High-performance storage for AI teams, not a low-code machine-learning workflow builder.
5.2/10★★★☆☆Contact WEKA
No tools match those filters.
Compare at a glance
| # | Tool | Free plan | Paid from | Score |
|---|---|---|---|---|
| 1 | Altair AI Studio | Yes | 9.3 | |
| 2 | Alibaba Cloud Machine Learning Platform for AI | Yes | $0.06/unit usage-based | 9.2 |
| 3 | Azure Machine Learning | No | 9.1 | |
| 4 | Databricks Mosaic AI | 9.0 | ||
| 5 | SAS Viya | No | 8.9 | |
| 6 | H2O Driverless AI | No | 8.8 | |
| 7 | DataRobot | 8.7 | ||
| 8 | Huawei ModelArts | 8.6 | ||
| 9 | KNIME Analytics Platform | Yes | Free | 8.5 |
| 10 | Amazon SageMaker Canvas | No | $1.90/unit usage-based | 8.4 |
| 11 | dotData Enterprise | 8.3 | ||
| 12 | Pecan AI | 8.2 | ||
| 13 | BigML | Yes | $10,000/yr | 8.1 |
| 14 | Alteryx Machine Learning | No | 8.0 | |
| 15 | Orange Data Mining | Yes | Free | 7.9 |
| 16 | MATLAB Classification Learner | No | 7.8 | |
| 17 | IBM SPSS Modeler | No | $529/user/mo | 7.7 |
| 18 | Oracle Machine Learning Notebooks | No | 7.7 | |
| 19 | Tencent Cloud Security Center | Yes | 7.7 | |
| 20 | JADBio | Yes | $2,199/mo | 7.7 |
| 21 | Neural Designer | Yes | $2,495/user/yr | 7.6 |
| 22 | Obviously AI | Yes | 7.5 | |
| 23 | Google Teachable Machine | Free | 7.4 | |
| 24 | MLJAR Studio | Yes | $20/mo | 7.3 |
| 25 | Edge Impulse | Yes | 7.2 | |
| 26 | Clarifai Visual Search | No | 6.9 | |
| 27 | Akkio | Yes | 6.8 | |
| 28 | WEKA Data Platform | 5.2 |
Head-to-head All 15 comparisons →
- Altair AI Studio vs Alibaba Cloud Machine Learning Platform for AI
- Altair AI Studio vs Databricks Mosaic AI
- Altair AI Studio vs Huawei ModelArts
- Alibaba Cloud Machine Learning Platform for AI vs Databricks Mosaic AI
- Alibaba Cloud Machine Learning Platform for AI vs H2O Driverless AI
- Alibaba Cloud Machine Learning Platform for AI vs Huawei ModelArts
- Azure Machine Learning vs Databricks Mosaic AI
- Azure Machine Learning vs Huawei ModelArts
- Databricks Mosaic AI vs SAS Viya
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How we rank Low-Code machine learning platforms software
Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update