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Machine Learning Software with Collaboration Tools (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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Organization types

User rating

82 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
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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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MySQL logo

One database service for transactions, analytics, and ML

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MySQL is a relational database management system (RDBMS) designed to help businesses record, update, and manage data and deploy cloud-native applications. Features include data masking and de-identification, multi-document transaction support, intrusion detection, alerts & configuration management.

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UiPath logo
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(RPA) AI-powered hyperautomation Robotic Process Automation

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UiPath Robotic Process Automation is a cloud-based solution which helps businesses & government organizations design & manage attended & unattended automation tasks to streamlining front-office activities. UiPath RPA lets users store multiple licenses in a unified database for future reference.

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ArcGIS logo

Mapping & analytics system for visualizing data by location

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ArcGIS by Esri is an integrated suite of geographic information system (GIS) software, providing a compliant platform for spatial analysis, data management, and mapping, with ArcGIS Online offering a web-based solution accessible anywhere, anytime for the creation & sharing of 3D map visualizations

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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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Splunk Enterprise logo

Machine data management and analytics

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Splunk Enterprise is a cloud-based platform designed to assist businesses with big data management and analysis of machine data. Key features include data visualization, performance metrics, data collection, real-time search, indexing, KPI tracking, reporting, and monitoring.

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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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Mixpanel logo

Powerful, self-serve product analytics.

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Mixpanel helps companies build better products through data. With our powerful, self-serve product analytics solution, teams can easily analyze how and why people engage, convert, and retain to improve their user experience.

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Reputation logo

Reputation management solution for multi-location businesses

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Reputation is a reputation management solution, that helps multi-location businesses monitor and improve online ratings, reviews, customer experience, traffic, and more. Its centralized dashboard lets companies collect data and provides a 360-degree view of online and offline reputation.

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ServiceNow Customer Service Management logo

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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Anaconda logo
Category Leaders

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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Workday Financial Management logo

A fresh approach to financial management.

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Workday Financial Management is a web-based accounting and planning software that helps with strategic financial decisions and predictable customer outcomes. It manages the sales and revenue portfolio and allows a completely transparent sales management experience both in the office and on the road.

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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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Heap logo

All-in-one solution for creating great digital experiences.

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Heap is the only solution that shows you every action by every user on your product or site, then provides direction on the improvements that will most impact your business. With One-Click Session Replay & Autocapture, teams can quickly improve conversion, retention, and customer delight.

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Google Cloud BigQuery logo

Serverless and Multi-cloud Data Warehouse

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BigQuery is a serverless and multi-cloud data warehouse designed to help users turn big data into valuable business insights. Users can query structured data without the need to store it or load it into their own systems first.

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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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United Language Group Octave logo

Connecting the world through language expertise.

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United Language Group is a global localization, interpretation, and translation services company. They offer 24/7 support in over 200 languages, providing accurate and comprehensive language solutions for businesses across various industries. United Language Group's team of specialized linguists and advanced translation technologies ensure clear and effective communication, helping clients expand their reach and connect with diverse audiences worldwide.

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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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AdCreative.ai logo

AI-based creatives generation platform

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Adcreative.ai is a platform that can generate hundreds of result-focused ad creatives within seconds, using powerful AI.

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Reveal logo

Artificial intelligence (AI)-enabled eDiscovery software

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Reveal builds and supports a leading AI-powered platform for eDiscovery, investigations, and related activities. With industry-leading artificial intelligence capabilities and visual analytics, our platform covers all phases of the EDRM from information governance through presentation.

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Solvemate logo

Enabling meaningful conversations.

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Solvemate enables brands to deliver quality customer service through meaningful conversations.

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