17.7
BigML is a machine-learning platform for classification, regression, time-series forecasting, cluster analysis, anomaly detection, association…
Free planWebAPImacOS
Best Predictive Analytics Software in 2026
Predictive analytics tools help teams work with data to build forecasts and evaluate models. Compare automated machine learning and time-series modeling with the forecasting workflows you need, then check model evaluation to understand how options support assessing results. ZebraDesigner, KNIME Analytics Platform, and AutoGluon are among the entries to consider. Data connectors and API access can help you assess how…
27.7
Oracle WebCenter Content is an enterprise document management and imaging platform for organizations handling documents in transactional business processes.
AndroidiOSWeb
37.5
PyCaret is a free, open-source, low-code Python tool for automating machine-learning workflows.
Free planOpen sourceWebAPILinux
- 4
Weka
Weka is open-source machine learning software released under the GNU General Public License.
Free planOpen sourceAPILinuxmacOSSelf-hosted7.5Free plan - 5
KNIME Analytics Platform
KNIME Analytics Platform is a free, open-source application from KNIME Analytics Platform, founded in 2006 and headquartered in Zurich, Switzerland.
Free planLinuxmacOSWindows7.1From $19 a month - 6
MLJAR AutoML
MLJAR AutoML automates supervised machine learning for tabular data, covering binary classification, multiclass classification, and regression.
Free planWebLinuxmacOSSelf-hosted7.1From $20 a month - 7
Obviously AI
Obviously AI is a web-based, no-code tool for turning structured data into predictive models.
Free planWebAPI7.1Free plan - 8
Forecast Pro
Forecast Pro creates statistically based business forecasts for use in broader planning systems.
APILinuxSelf-hostedWindows7.0From $199 a month - 9
Aible
Aible provides enterprise AI agents and analytics for business users working with structured and unstructured data.
Free planWebSelf-hosted6.9From $1,000 a year - 10
Anaplan
Anaplan is an AI-driven scenario planning and analysis platform designed to support business decision-making.
AndroidiOSWebAPI6.5 - 11
Orange Data Mining
Orange Data Mining is free, open-source software for machine learning, data mining, and data visualization.
Free planLinuxmacOSWindows6.3Free plan - 12
SKU Science
Web6.3From $349 a month - 13
Amazon SageMaker Canvas
Free planWeb6.2$1.90 usage-based - 14
AutoGluon
AutoGluon is an open-source Python library that automates machine learning for tabular data, time series, and multimodal tasks.
Free planLinuxmacOSSelf-hostedWindows6.2Free plan - 15
H2O Driverless AI
H2O Driverless AI automates machine-learning work such as feature engineering, model building, visualization and interpretation.
WebAPILinuxmacOS6.2 - 16
Neural Designer
Neural Designer is a data science and machine learning platform for creating, training, and deploying neural network models through a visual, no-code workflow.
LinuxmacOSWindows6.2From $2,495 a year - 17
Peak
Peak is an AI platform for business decision-making, with applications focused on inventory and pricing optimization.
WebAPI6.2 - 18
DataRobot
DataRobot is a platform for developing, delivering, and governing agentic, generative, and predictive AI solutions.
WebAPILinuxSelf-hosted6.1 - 19
TPOT
TPOT is a Python automated machine learning tool that uses genetic programming to optimize machine learning pipelines.
Free planLinuxmacOSSelf-hosted6.1Free plan - 20
Prophet
Prophet is a forecasting procedure for time-series data that models non-linear trends, yearly, weekly, and daily seasonality, and holiday effects.
Free planLinuxmacOSSelf-hostedWindows6.0Free plan - 21
auto-sklearn
auto-sklearn is free, open-source software that automates fitting machine-learning models and building ensembles for classification and regression.
Free planAPILinuxSelf-hosted5.9Free plan - 22
FLAML
FLAML is a free, MIT-licensed library for automated machine learning and tuning.
APILinuxmacOSSelf-hosted5.9 - 23
RELEX Demand Planning
RELEX Demand Planning forecasts demand and supports planning across merchandising, supply chain, and operations.
Web5.8 - 24
SAS Advanced Analytics
SAS Advanced Analytics refers to SAS Viya, a cloud-native data and AI platform for connecting data, building and governing models, and operationalizing decisions.
APISelf-hosted5.8 - 25
Vertex AI Vector Search
Vertex AI Vector Search is a vector search engine for search, recommendations, and generative AI applications.
WebAPI5.8