Software category guide
Predictive analytics software uses historical data and machine learning to forecast outcomes such as churn, demand, risk or equipment failure. Platforms differ in who they serve: automated tools for analysts, notebooks and pipelines for data scientists, and managed cloud ML services for engineering teams.
This page compares eight options across those groups: enterprise AI platforms (DataRobot, SAS Viya), analytics automation (Alteryx, Altair RapidMiner), lakehouse and cloud ML services (Databricks, Amazon SageMaker, Google Vertex AI) and the open-source H2O-3 library. Pricing is mostly usage-based or by quote, so the focus is on fit rather than price.
Tools, licences and pricing checked against vendor and repository pages on November 7, 2026.
| Tool | Best for | Pricing | Licence |
|---|---|---|---|
| DataRobot | Enterprises that want governed AI and automated modelling | See vendor pricing | Proprietary |
| Alteryx | Analysts who want visual, no-code analytics pipelines | See vendor pricing; free trial available | Proprietary |
| Databricks | Teams building ML on a lakehouse with data scientists | Pay as you go (billed by usage in DBUs); committed-use contracts; free trial | Proprietary |
| H2O-3 | Open-source AutoML and scalable ML libraries | Free, open source | Apache-2.0 |
| SAS Viya | Regulated industries with a long SAS tradition | See vendor pricing | Proprietary |
| Amazon SageMaker | Teams already on AWS | See vendor pricing (usage-based) | Proprietary |
| Google Vertex AI | Teams already on Google Cloud | See vendor pricing (usage-based) | Proprietary |
| Altair RapidMiner | Visual, low-code data science | See vendor pricing | Proprietary |
Best for: Enterprises that want governed AI and automated modelling · See vendor pricing
DataRobot is an enterprise AI company with a platform to build, operate and govern AI agents and models, deployable on-prem, hybrid or across clouds. It offers a trial and demo.
Best for: Analysts who want visual, no-code analytics pipelines · See vendor pricing; free trial available
Alteryx One is an analytics automation platform with visual workflows. Its site lists use cases such as demand forecasting and price scenario modelling and offers a free trial.
Best for: Teams building ML on a lakehouse with data scientists · Pay as you go (billed by usage in DBUs); committed-use contracts; free trial
Databricks is a data and AI platform covering data engineering, warehousing and AI. Billing is pay-as-you-go by compute usage, with committed-use discounts, a free trial and a limited Community Edition for learning Spark.
Best for: Open-source AutoML and scalable ML libraries · Free, open source
H2O-3 is an open-source distributed machine learning platform with algorithms including GBM, XGBoost, random forest, GLM, deep learning and AutoML.
Best for: Regulated industries with a long SAS tradition · See vendor pricing
SAS Viya is SAS's cloud-native analytics and AI platform for statistical modelling, forecasting and machine learning.
Best for: Teams already on AWS · See vendor pricing (usage-based)
Amazon SageMaker is AWS's managed service to build, train and deploy machine learning models.
Best for: Teams already on Google Cloud · See vendor pricing (usage-based)
Vertex AI is Google Cloud's managed ML platform, including AutoML and custom model training and deployment.
Best for: Visual, low-code data science · See vendor pricing
Altair RapidMiner is a data analytics and machine learning platform, now part of Altair, with visual workflows for modelling.
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| If you need… | Start with |
|---|---|
| Governed enterprise AI with automation | DataRobot, SAS Viya |
| No-code analytics for analysts | Alteryx, Altair RapidMiner |
| ML on a lakehouse | Databricks |
| Open-source AutoML | H2O-3 |
| Already committed to a hyperscaler | Amazon SageMaker, Google Vertex AI |
Quick answers to common questions
It applies statistics and machine learning to historical data to estimate future outcomes, such as likelihood to churn or demand next month.
Not always. Tools such as DataRobot and Alteryx aim at analysts with automated or visual workflows, but data science skills help validate models.
H2O-3 is Apache-2.0 licensed and free to self-host. Databricks also offers a limited Community Edition for learning Spark.
Most platforms use quotes or usage-based billing. Databricks bills by compute usage, and cloud ML services charge by usage. Always confirm with the vendor.
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