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Machine Learning Software with AI/Machine Learning (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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Devices supported

Organization types

User rating

88 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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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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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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Wolfram Mathematica logo

Simulation solution for technical computing.

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Wolfram Mathematica is a simulation solution that offers a variety of functions including natural language input, real-world data capabilities, high-powered computation, and more. The platform provides various features such as machine learning, data science, and visualization. Its intuitive interface, predictive suggestions, and rich document organization make it incredibly user-friendly.

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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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Kount logo

eCommerce fraud detection & prevention

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Kount's online platform provides a simple and comprehensive tool to reduce fraud and manual reviews for online and CNP merchants

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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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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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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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Y Meadows logo

Automate support requests that are slowing your team down!

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Y Meadows helps enterprises serve their customers and employees faster and more effectively than ever before using AI and custom NLP models to automate tasks that slow them down. For example, Y Meadows AI solution can automatically route, enrich, and resolve messages with zero human intervention!

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Statgraphics Centurion logo

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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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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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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Appen logo
Category Leaders

Artificial intelligence (AI) & machine learning (ML) tool

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Appen is the global leader in AI training data. We power AI innovation, building a future driven by cutting-edge advancements in smart technology. Most of today’s interactions between consumers and AI are supported by Appen.

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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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Cauliflower logo

Turn open feedback into insights—fast, smart, and scalable.

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Cauliflower is an AI-powered platform for analyzing open-ended survey responses, reviews, and qualitative feedback. It offers topic detection, sentiment and driver analysis, multilingual support, dashboards, and API access—ideal for research and CX teams seeking scalable text analytics.

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