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Machine Learning Software with Data Blending (2026)

Last updated: March 2026

Machine Learning Software Key Features

    Based on 227 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

    4.6

  • 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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Features

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Devices supported

Organization types

User rating

26 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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Google Cloud logo
Category Leaders

Modular platform for computing, hosting, storage and more

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Google Cloud Platform is a modular-based platform providing multiple build and scale services to businesses of any size within any industry. It offers tools for document storage, data warehousing, security key enforcement, app creation, API management, AI and machine learning, live chat, and more.

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Minitab logo
Category Leaders

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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Docebo logo

AI learning platform with skills intelligence

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Docebo Learning Platform is a cloud-based LMS enabling organizations to create, deliver, and manage training for employees, customers, and partners. It offers AI-powered content tools, skills intelligence, automated management, and a marketplace with 30,000+ courses. Features include gamification, social learning, virtual coaching, analytics, and enterprise integrations, supporting use cases like onboarding, compliance training, and customer education.

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JMP logo

Statistical tools for data analysis and discovery

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JMP is statistical software designed for data exploration and analysis, primarily serving scientists and engineers. The platform includes tools for data preparation, statistical analysis, graphing, and visualization within a single interface. JMP offers capabilities for importing data from multiple sources, automating repeat analyses without coding requirements, and sharing analytical discoveries across organizations.

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Rayven logo

Turn messy, siloed data into automations + operational apps.

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Rayven delivers operational systems for industrial businesses, turning messy data into automation and made-to-fit operational applications.

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OpsVeda logo

Operations Management System

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OpsVeda enables organizations to make smarter, faster business decisions and achieve unprecedented operational efficiency.

It transforms every customer’s operations with Data and AI powered automation.

Users foresee challenges and opportunities in their their execution and create maximum impact.

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KNIME Analytics Platform logo

Make sense of data, together

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KNIME enables users to analyze, upskill, and scale data science without the need for coding. It's a complete platform that lets users blend, transform, model and visualize data, deploy and monitor analytical models, and share insights organization-wide with data apps and services.

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UniFi logo

UniFi — One system, limitless use cases.

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UniFi is one platform with limitless use cases across every department. With limitless use cases, innovative features, and the ability for end users to create bespoke apps without coding knowledge, UniFi is the one system that does it all.

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ModuleQ logo

AI platform for sales teams

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ModuleQ provides an AI augmentation solution that supports busy customer/ client-facing professionals and boosts their level of performance.

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Altair AI Studio logo

Predictive data analytics software

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RapidMiner is a data analytics solution that offers a range of products to mine data, understand it and use it to predict outcomes. The applications is designed for data scientists and business analysts to design their data analysis processes without the need for code. RapidMiner works in any environment and with any data source, and allows you to deploy your data models on any enterprise hardware.

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Lityx logo

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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Black Crow AI logo

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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Rapid Insight Construct logo

Data preparation and predictive analytics software

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Rapid Insight Construct is a data analysis software designed to help organizations combine, prepare, and organize business data. The platform enables managers to automate processes, generate daily, weekly, or monthly reports, conduct predictive analysis, and streamline data mining operations via a unified platform.

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CrossEngage logo

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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OpenText Analytics Database logo

Big data analytics and machine learning solution

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Vertica is a powerful big data analytics platform that enables organizations to analyze their data on-premises, in the cloud, or on Hadoop. The analytics capabilities are enhanced by machine learning and predictive analytics, which enable users to uncover insights and identify patterns in their data.

Read more about OpenText Analytics Database

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Knowi logo

Augmented analytics platform for businesses of all sizes

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Knowi is an augmented analytics platform designed to help businesses of all sizes analyze data and manage multiple databases through machine learning and natural language processing. Key features include data blending, predictive analytics, white labeling, two-factor authentication, and reporting.

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GiniMachine logo

Predictive analytics software with risk scoring models

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GiniMachine is a credit scoring software designed to assist businesses in decision-making by leveraging artificial intelligence and machine learning technologies. Free trial available.

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Qubole Data Service logo

Big-data-as-a-service provider

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Qubole provides a managed Big Data service that makes it simple to prepare, integrate and explore Big Data in the cloud. It is trusted by the largest brands in social media, online advertising, gaming and other data-intensive companies such as Pinterest, Quora, MediaMath and TubeMogul.

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OpenText Analytics Cloud logo

Data visualization and analysis solution for business

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OpenText Magellan is a fully integrated AI & Analytics platform that empowers data scientists to create and share machine learning models across the organization, and business users to leverage these machine learning in their analysis of Big Data and Big Content.

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Pecan logo

AI for Business

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Pecan is an automated predictive analytics platform that simplifies and speeds the process of building and deploying predictive models in various customer-related use cases, such as LTV, churn, NBO and segmentation.

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Farrago logo

AI & machine learning predictive analytics & intelligence

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Farrago artificial intelligence (AI) uses machine learning and teams of virtual data scientists, engineers, and computer scientists to filter, sort, and analyze new and existing data sets to generate predictive analytics and intelligence for decision making

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Intelligent Engagement Platform logo

Customer engagement and experience software

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NGDATA offers an intelligent engagement platform that builds rich customer data profiles to create truly personalized customer experiences with in-built real-time interaction management.

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papAI logo
(0)

papAI studio

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papAI studio makes AI ethical, financially accessible and technically exploitable to all companies wishing to improve their ROI through the use of data.

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Reltio Cloud logo
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Web-based information governance and data management system

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Reltio Cloud is a web-based master data management service that serves companies of all sizes in the insurance, healthcare, retail, tech, finance, and travel sectors. Key features include data blending, visualization, capturing, transferring, high-volume data processing, and predictive analysis.

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