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Machine Learning Software with Reporting & Statistics (2026)

Last updated: April 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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105 software options

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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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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XLSTAT logo
Category Leaders

XLSTAT | Statistical Software for Microsoft Excel

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The leading data analysis and statistical solution for Microsoft EXCEL®

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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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OriginPro logo

Cloud-based data analysis and graphing software

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OriginPro is a cloud-based data analysis and graphing software that provides a complete set of data exploration, peak fitting, and surface fitting analysis tools for businesses across multiple sectors, including academic institutions, government organizations, and non-profits.

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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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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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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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Dext logo

Powerful bookkeeping software for small businesses.

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Dext is an AI-powered bookkeeping platform that automates data capture from receipts, invoices, and e-commerce platforms like Amazon, Shopify, and Stripe. It streamlines pre-accounting, improves accuracy, and integrates with tools such as Xero, QuickBooks, and Sage.

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Teramind logo

Employee Monitoring, Insider Threat & Data Loss Prevention

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Teramind is an employee monitoring, insider threats detection and data loss prevention solution. Track all activity and productivity of employees, privileged users, remote workers to prevent IP and data leaks.

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Admin By Request logo
Category Leaders

Local admin rights, managed.

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Endpoint privilege management with just-in-time admin elevation, full auditing, and secure remote access for Windows, macOS, and Linux. Anti-malware file scanning, SSO and MFA enforcement, ML and AI automation, temporary local admin accounts, and a full inventory and detailed auditlog.

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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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Clickworker logo

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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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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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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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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