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Machine Learning Software with Predictive Analytics (2026)

Last updated: April 2026

Machine Learning Software Key Features

    Based on 228 user opinions, we identified 6 features that are important for any product in Machine Learning Software

  • Predictive Analytics

    Predict future data based on historical data sets

    Average user rating

    4.4

  • Predictive Modeling

    Analyzing historical and current data and generating a model to help predict future outcomes.

    Average user rating

    4.4

  • Data Import/Export

    Import and export data to and from software applications

    Average user rating

    4.3

  • API

    Application programming interface that allows for integration with other systems/databases

    Average user rating

    4.5

  • Model Training

    Process of testing an ML algorithm by feeding it training data to learn from

    Average user rating

    4.7

  • Third-Party Integrations

    Set up connections to third-party platforms to improve business processes

    Average user rating

    4.5
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Devices supported

Organization types

User rating

126 software options

SAS Viya logo

SAS Viya

Cloud native AI and analytics platform

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SAS Viya is a cloud-native data and artificial intelligence platform designed to support analytics workflows across organizations. The platform features data management capabilities that provide access to multiple data sources with built-in governance and lineage tracking. It includes machine learning, statistical modeling, and data mining tools accessible through both visual and code-based interfaces, along with SAS Viya Copilot for AI-assisted tasks.

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Minitab logo

Minitab

Visualize, analyze, and harness the power of your data.

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Minitab is a statistical and data analytics software, which helps organizations predict, visualize, and analyze business data to forecast patterns, discover trends, view relationships between variables, and more. The built-in assistant lets users manage data analysis and interpretation operations.

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Clickworker logo

Clickworker

AI training data collection and categorization specialists

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clickworker has a full managed service to customize the collection, categorization and evaluation, tagging and annotation, of your AI training data. Some of the more popular services include datasets and text creation, data categorization, sentiment and text analysis, search relevance, and surveys.

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ServiceNow Customer Service Management logo

ServiceNow Customer Service Management

Automate requests and deliver effortless experiences

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ServiceNow Customer Service Management (CSM) is a comprehensive product designed simplify and improve the customer service experience. With CSM, companies can streamline their processes, automate their workflows, and provide self-service options for customers to engage on their channel of choice.

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Datalore logo

Datalore

Collaborative data analytics platform for teams.

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A collaborative data analytics platform that empowers teams to analyze data and share compelling data stories with stakeholders.

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Black Crow AI logo

Black Crow AI

Cloud-based artificial intelligence tool for eCommerce.

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Black Crow AI helps DTC brands scale profitability and acquire, recognize and retain customers across digital marketing channels.

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Aporia logo

Aporia

(0)

Customized MLOps Observability

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Aporia is a customizable MLOps observability solution that powers data science and ML engineering teams to monitor, debug, explain and improve their machine learning models and data.

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Anaconda logo

Anaconda

Open-source data science platform

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Anaconda is an open-source data science platform designed for enterprises, academic institutions, government agencies, and individuals. It provides the tools to help data scientists and engineers develop applications and production-scale, performant machine learning applications with Python.

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Infor Coleman logo

Infor Coleman

(0)

Cloud-based and on-premise AI tool for process automation.

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Infor Coleman is a cloud-based and on-premise artificial intelligence (AI) solution that includes industry-specific data, providing business users with the ability to automate tasks such as customer service. It can help with executing tasks by making recommendations for sales offers and predicting maintenance issues—all of this by adjusting production schedules as necessary.

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CrossEngage logo

CrossEngage

Customer Data and Prediction | Maximize Your Customer Values

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CrossEngage offers an AutoML platform to easily and accurately identify, prioritize, and activate the most valuable customer audiences and optimize marketing decisions.

Using predefined algorithms, you can easily create and scale predictive models for CLV, churn, second-order, and more.

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Zerve logo

Zerve

Platform for managing data science and AI/ML development

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Zerve is the agentic data workspace designed for anyone who works with data, from solo analysts, data scientists, business users and teams alike. Zerve brings together exploration, advanced analysis, collaboration, and production deployment into a single AI-native environment.

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Lityx logo

Lityx

Machine learning platform

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The Lityx platform, LityxIQ, delivers simplified AI for organizations of any size, offering true decision intelligence at all points of an enterprise in a no-code environment. LityxIQ combines automated machine learning with mathematical optimization in a single platform to automate decision-making.

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Oracle Construction Intelligence Cloud Service logo

Oracle Construction Intelligence Cloud Service

(0)

Construction project intelligence software

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Oracle Construction Intelligence Cloud Service uses machine learning and artificial intelligence for compile predictive analytics that will impact a project. The system provides real-time monitoring functionality, which tracks the quality of construction schedules and predicts the probability of delays, overusage of equipment, worker schedule issues, and more. Additionally, the solution comes with benchmarking for project leaders to compare current projects to previous successful projects.

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MonkeyLearn logo

MonkeyLearn

Text analysis with machine learning

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MonkeyLearn is a cloud-based text analytics solution that extracts data from emails, surveys, tweets, or any text and turns it into custom visualizations. The platform provides insights and workflow automations for support, product, customer experience (CX), and development teams.

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Dataiku logo

Dataiku

Self service analytics and machine learning tool

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Dataiku DSS is a data tool, which utilizes artificial intelligence & machine learning technologies to prepare, visualize, monitor, & deploy data sets. Ideal for analytics leaders, data scientists, IT engineers, & analysts, it allows users to connect all data sources on a unified platform.

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XLSTAT logo

XLSTAT

XLSTAT | Statistical Software for Microsoft Excel

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The leading data analysis and statistical solution for Microsoft EXCEL®

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Database Performance Analyzer logo

Database Performance Analyzer

Monitoring and tuning for cloud & hybrid environments

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Database Performance Analyzer from SolarWinds is a monitoring tool used for preventing and solving application performance issues in AWS and Azure

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dAIve logo

dAIve

Find the best parameters in minutes – no coding

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Find the best parameter combination in minutes – without coding. Upload your data (Excel, simulation or test data), define your goal, and get instant results. Reduce simulation effort, understand variable relationships, and make better decisions faster.

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Seeker logo

Seeker

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Electronic discovery software

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Seeker is an electronic discovery solution that helps businesses chat securely and access organization's content through an advanced AI chat platform. Employing retrieval-augmented generation (RAG) technology and the power of quantum computing, SEEKER excels in sifting through expansive data sets to deliver reliable insights and optimization strategies.

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DATA POEM logo

DATA POEM

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AI-enabled enterprise intelligence software

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DATA POEM is a Large Causal Model that maps cause and effect relationships at enterprise scale. The system processes trillions of data points to reveal connections between business decisions and outcomes, functioning as a central nervous system for organizations. DATA POEM works within existing security environments while maintaining data privacy and offers industry-specific models for automotive, retail, e-commerce, and other sectors.

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DataRobot logo

DataRobot

Automated enterprise AI and machine learning platform

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DataRobot is an automated machine learning platform enabling businesses to build and deploy machine learning models and create advanced AI applications with AI and ML experts. The platform captures best practices and safeguards to accelerate and scale new and existing data science capabilities.

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Crosser logo

Crosser

(0)

Low code stream analytics and integration platform

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Crosser is a low-code platform for stream analytics and intelligent integrations at the edge, on-premise, and cloud with a unique runtime purpose-built for the distributed processing of enterprise data.

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Statgraphics Centurion logo

Statgraphics Centurion

Multilingual data visualization & statistical analytics tool

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Statgraphics Centurion is a Windows-based software that helps businesses generate statistical reports, visualize data, and conduct predictive analysis. Data scientists can classify data, manage K-means clustering, create data associations, generate regression trees, and conduct text mining.

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Kili logo

Kili

Training data platform for enterprise AI

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Kili is a training data platform designed to help businesses in banking, manufacturing, and healthcare industries streamline the entire training process for artificial intelligence (AI) and machine learning models, from connecting with raw data sources to preparing models, processing information, and training. The platform enables organizations to handle multiple machine learning projects and process videos, images, text, and other types of data.

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Revenue AI logo

Revenue AI

PaaS and virtual Center of Excellence for Revenue Management

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Cloud-based revenue management solution that provides actionable recommendations to optimize product portfolio and pricing/promo strategy to build profit margin and maximize ROI for CPG, Retail, Life Science, Medicine, and other sectors. The platform provides various features such as pricing management, strategy recommendations, notifications/alerts, artificial intelligence (AI), and predictive modeling.

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